\ No newline at end of file
diff --git a/2021/002-LiDAR-3D-Point-Cloud-Object-Detection-for-Autonomous-Vehicle.html b/2021/002-LiDAR-3D-Point-Cloud-Object-Detection-for-Autonomous-Vehicle.html
index f3bb6d4..53c7d3f 100644
--- a/2021/002-LiDAR-3D-Point-Cloud-Object-Detection-for-Autonomous-Vehicle.html
+++ b/2021/002-LiDAR-3D-Point-Cloud-Object-Detection-for-Autonomous-Vehicle.html
@@ -1 +1 @@
-LiDAR 3D Point Cloud Object Detection for Autonomous Vehicle
LiDAR 3D Point Cloud Object Detection for Autonomous Vehicle
\ No newline at end of file
diff --git a/2021/005-Thai-Text-to-Speech-with-Tacotron.html b/2021/005-Thai-Text-to-Speech-with-Tacotron.html
index 3eded65..c50c4f7 100644
--- a/2021/005-Thai-Text-to-Speech-with-Tacotron.html
+++ b/2021/005-Thai-Text-to-Speech-with-Tacotron.html
@@ -1 +1 @@
-Thai Text-to-Speech with Tacotron
\ No newline at end of file
diff --git "a/2021/006-Salmon-Classifier-\340\271\200\340\270\243\340\270\267\340\271\210\340\270\255\340\270\207\340\270\247\340\270\270\340\271\210\340\270\231\340\271\206\340\270\202\340\270\255\340\270\207\340\270\233\340\270\245\340\270\262\340\271\201\340\270\213\340\270\245\340\270\241\340\270\255\340\270\231.html" "b/2021/006-Salmon-Classifier-\340\271\200\340\270\243\340\270\267\340\271\210\340\270\255\340\270\207\340\270\247\340\270\270\340\271\210\340\270\231\340\271\206\340\270\202\340\270\255\340\270\207\340\270\233\340\270\245\340\270\262\340\271\201\340\270\213\340\270\245\340\270\241\340\270\255\340\270\231.html"
index 0dd77a1..c574670 100644
--- "a/2021/006-Salmon-Classifier-\340\271\200\340\270\243\340\270\267\340\271\210\340\270\255\340\270\207\340\270\247\340\270\270\340\271\210\340\270\231\340\271\206\340\270\202\340\270\255\340\270\207\340\270\233\340\270\245\340\270\262\340\271\201\340\270\213\340\270\245\340\270\241\340\270\255\340\270\231.html"
+++ "b/2021/006-Salmon-Classifier-\340\271\200\340\270\243\340\270\267\340\271\210\340\270\255\340\270\207\340\270\247\340\270\270\340\271\210\340\270\231\340\271\206\340\270\202\340\270\255\340\270\207\340\270\233\340\270\245\340\270\262\340\271\201\340\270\213\340\270\245\340\270\241\340\270\255\340\270\231.html"
@@ -1 +1 @@
-Salmon Classifier: เรื่องวุ่นๆของปลาแซลมอน
\ No newline at end of file
diff --git a/2021/007-Thai-Music-Generation-with-VAE.html b/2021/007-Thai-Music-Generation-with-VAE.html
index d0ee129..50bf6e4 100644
--- a/2021/007-Thai-Music-Generation-with-VAE.html
+++ b/2021/007-Thai-Music-Generation-with-VAE.html
@@ -1 +1 @@
-Thai Music (Ranat Ek) Generation with Variational Autoencoder
Thai Music (Ranat Ek) Generation with Variational Autoencoder
\ No newline at end of file
diff --git "a/2021/008-Itinerary-Creator-\340\271\202\340\270\233\340\270\243\340\271\201\340\270\201\340\270\243\340\270\241\340\270\212\340\271\210\340\270\247\340\270\242\340\270\247\340\270\262\340\270\207\340\271\201\340\270\234\340\270\231\340\270\201\340\270\262\340\270\243\340\271\200\340\270\227\340\270\265\340\271\210\340\270\242\340\270\247\340\271\203\340\270\253\340\271\211\340\271\203\340\270\201\340\270\245\340\271\211\340\271\200\340\270\204\340\270\265\340\270\242\340\270\207\340\270\201\340\270\261\340\270\232\340\270\204\340\270\247\340\270\262\340\270\241\340\270\212\340\270\255\340\270\232\340\270\202\340\270\255\340\270\207\340\271\200\340\270\243\340\270\262.html" "b/2021/008-Itinerary-Creator-\340\271\202\340\270\233\340\270\243\340\271\201\340\270\201\340\270\243\340\270\241\340\270\212\340\271\210\340\270\247\340\270\242\340\270\247\340\270\262\340\270\207\340\271\201\340\270\234\340\270\231\340\270\201\340\270\262\340\270\243\340\271\200\340\270\227\340\270\265\340\271\210\340\270\242\340\270\247\340\271\203\340\270\253\340\271\211\340\271\203\340\270\201\340\270\245\340\271\211\340\271\200\340\270\204\340\270\265\340\270\242\340\270\207\340\270\201\340\270\261\340\270\232\340\270\204\340\270\247\340\270\262\340\270\241\340\270\212\340\270\255\340\270\232\340\270\202\340\270\255\340\270\207\340\271\200\340\270\243\340\270\262.html"
index b7c1109..82c0574 100644
--- "a/2021/008-Itinerary-Creator-\340\271\202\340\270\233\340\270\243\340\271\201\340\270\201\340\270\243\340\270\241\340\270\212\340\271\210\340\270\247\340\270\242\340\270\247\340\270\262\340\270\207\340\271\201\340\270\234\340\270\231\340\270\201\340\270\262\340\270\243\340\271\200\340\270\227\340\270\265\340\271\210\340\270\242\340\270\247\340\271\203\340\270\253\340\271\211\340\271\203\340\270\201\340\270\245\340\271\211\340\271\200\340\270\204\340\270\265\340\270\242\340\270\207\340\270\201\340\270\261\340\270\232\340\270\204\340\270\247\340\270\262\340\270\241\340\270\212\340\270\255\340\270\232\340\270\202\340\270\255\340\270\207\340\271\200\340\270\243\340\270\262.html"
+++ "b/2021/008-Itinerary-Creator-\340\271\202\340\270\233\340\270\243\340\271\201\340\270\201\340\270\243\340\270\241\340\270\212\340\271\210\340\270\247\340\270\242\340\270\247\340\270\262\340\270\207\340\271\201\340\270\234\340\270\231\340\270\201\340\270\262\340\270\243\340\271\200\340\270\227\340\270\265\340\271\210\340\270\242\340\270\247\340\271\203\340\270\253\340\271\211\340\271\203\340\270\201\340\270\245\340\271\211\340\271\200\340\270\204\340\270\265\340\270\242\340\270\207\340\270\201\340\270\261\340\270\232\340\270\204\340\270\247\340\270\262\340\270\241\340\270\212\340\270\255\340\270\232\340\270\202\340\270\255\340\270\207\340\271\200\340\270\243\340\270\262.html"
@@ -1 +1 @@
-Itinerary Creator โปรแกรมช่วยวางแผนการเที่ยวให้ใกล้เคียงกับความชอบของเรา
\ No newline at end of file
diff --git a/2021/009-Finger-Movement-Classification-from-Electromyography.html b/2021/009-Finger-Movement-Classification-from-Electromyography.html
index 4cd9738..6072a0d 100644
--- a/2021/009-Finger-Movement-Classification-from-Electromyography.html
+++ b/2021/009-Finger-Movement-Classification-from-Electromyography.html
@@ -1 +1 @@
-Finger Movement Classification from Electromyography
Finger Movement Classification from Electromyography
โดย Raya Sakashita Worasawate (Raya) • มัธยมศึกษาปีที่ 5 / กรุงเทพมหานคร
Follow AI Builders
\ No newline at end of file
+Finger Movement Classification from Electromyography
Finger Movement Classification from Electromyography
โดย Raya Sakashita Worasawate (Raya) • มัธยมศึกษาปีที่ 5 / กรุงเทพมหานคร
Follow AI Builders
\ No newline at end of file
diff --git "a/2021/010-\340\270\201\340\270\262\340\270\243\340\270\243\340\270\271\340\271\211\340\270\210\340\270\263\340\270\255\340\270\262\340\270\243\340\270\241\340\270\223\340\271\214\340\271\200\340\270\252\340\270\265\340\270\242\340\270\207\340\270\236\340\270\271\340\270\224\340\270\224\340\271\211\340\270\247\340\270\242-ThaiserDataset.html" "b/2021/010-\340\270\201\340\270\262\340\270\243\340\270\243\340\270\271\340\271\211\340\270\210\340\270\263\340\270\255\340\270\262\340\270\243\340\270\241\340\270\223\340\271\214\340\271\200\340\270\252\340\270\265\340\270\242\340\270\207\340\270\236\340\270\271\340\270\224\340\270\224\340\271\211\340\270\247\340\270\242-ThaiserDataset.html"
index 69a55a6..7504c4b 100644
--- "a/2021/010-\340\270\201\340\270\262\340\270\243\340\270\243\340\270\271\340\271\211\340\270\210\340\270\263\340\270\255\340\270\262\340\270\243\340\270\241\340\270\223\340\271\214\340\271\200\340\270\252\340\270\265\340\270\242\340\270\207\340\270\236\340\270\271\340\270\224\340\270\224\340\271\211\340\270\247\340\270\242-ThaiserDataset.html"
+++ "b/2021/010-\340\270\201\340\270\262\340\270\243\340\270\243\340\270\271\340\271\211\340\270\210\340\270\263\340\270\255\340\270\262\340\270\243\340\270\241\340\270\223\340\271\214\340\271\200\340\270\252\340\270\265\340\270\242\340\270\207\340\270\236\340\270\271\340\270\224\340\270\224\340\271\211\340\270\247\340\270\242-ThaiserDataset.html"
@@ -1 +1 @@
-การรู้จำอารมณ์เสียงพูดด้วย ThaiserDataset
\ No newline at end of file
diff --git a/2021/012--Visual Hand-Command-things-with-your-hand-DIY.html b/2021/012--Visual Hand-Command-things-with-your-hand-DIY.html
index 7686447..6481612 100644
--- a/2021/012--Visual Hand-Command-things-with-your-hand-DIY.html
+++ b/2021/012--Visual Hand-Command-things-with-your-hand-DIY.html
@@ -1 +1 @@
-- Visual Hand - Command things with your hand DIY
\ No newline at end of file
diff --git a/2021/013-Making-AI-Model-for-Reversi-Game.html b/2021/013-Making-AI-Model-for-Reversi-Game.html
index e5433eb..4a1365e 100644
--- a/2021/013-Making-AI-Model-for-Reversi-Game.html
+++ b/2021/013-Making-AI-Model-for-Reversi-Game.html
@@ -1 +1 @@
-Making AI Model for Reversi Game
\ No newline at end of file
diff --git a/2021/014-Machine-Learning-for-Alzheimer's-Detection-from-MRI-Images.html b/2021/014-Machine-Learning-for-Alzheimer's-Detection-from-MRI-Images.html
index 8ac51f2..d4d5614 100644
--- a/2021/014-Machine-Learning-for-Alzheimer's-Detection-from-MRI-Images.html
+++ b/2021/014-Machine-Learning-for-Alzheimer's-Detection-from-MRI-Images.html
@@ -1 +1 @@
-Machine Learning for Alzheimer's Detection from MRI Images
Machine Learning for Alzheimer's Detection from MRI Images
\ No newline at end of file
diff --git "a/2021/015-Image-Captioning-in-Thai-AI-\340\270\212\340\271\210\340\270\247\340\270\242\340\270\234\340\270\271\340\271\211\340\270\236\340\270\264\340\270\201\340\270\262\340\270\243\340\270\227\340\270\262\340\270\207\340\270\252\340\270\262\340\270\242\340\270\225\340\270\262.html" "b/2021/015-Image-Captioning-in-Thai-AI-\340\270\212\340\271\210\340\270\247\340\270\242\340\270\234\340\270\271\340\271\211\340\270\236\340\270\264\340\270\201\340\270\262\340\270\243\340\270\227\340\270\262\340\270\207\340\270\252\340\270\262\340\270\242\340\270\225\340\270\262.html"
index 86292db..d230ea6 100644
--- "a/2021/015-Image-Captioning-in-Thai-AI-\340\270\212\340\271\210\340\270\247\340\270\242\340\270\234\340\270\271\340\271\211\340\270\236\340\270\264\340\270\201\340\270\262\340\270\243\340\270\227\340\270\262\340\270\207\340\270\252\340\270\262\340\270\242\340\270\225\340\270\262.html"
+++ "b/2021/015-Image-Captioning-in-Thai-AI-\340\270\212\340\271\210\340\270\247\340\270\242\340\270\234\340\270\271\340\271\211\340\270\236\340\270\264\340\270\201\340\270\262\340\270\243\340\270\227\340\270\262\340\270\207\340\270\252\340\270\262\340\270\242\340\270\225\340\270\262.html"
@@ -1 +1 @@
-Image Captioning in Thai: AI ช่วยผู้พิการทางสายตา
\ No newline at end of file
diff --git a/2021/017-Human-Distance-Detection.html b/2021/017-Human-Distance-Detection.html
index 81e5c31..6c805f2 100644
--- a/2021/017-Human-Distance-Detection.html
+++ b/2021/017-Human-Distance-Detection.html
@@ -1 +1 @@
-Human Distance Detection
\ No newline at end of file
diff --git a/2021/018-Hairstyle-Recommendation.html b/2021/018-Hairstyle-Recommendation.html
index d38ea6b..c2ee5c6 100644
--- a/2021/018-Hairstyle-Recommendation.html
+++ b/2021/018-Hairstyle-Recommendation.html
@@ -1 +1 @@
-Hairstyle Recommendation
\ No newline at end of file
diff --git "a/2021/019-\340\270\227\340\270\263\340\270\231\340\270\262\340\270\242\340\270\234\340\270\245\340\270\232\340\270\255\340\270\245\340\270\242\340\270\261\340\270\207\340\271\204\340\270\207\340\271\203\340\270\253\340\271\211\340\271\201\340\270\241\340\271\210\340\270\231\340\270\213\340\270\260\340\270\242\340\270\264\340\271\210\340\270\207\340\270\201\340\270\247\340\271\210\340\270\262\340\270\253\340\270\241\340\270\266\340\270\201\340\270\236\340\270\255\340\270\245.html" "b/2021/019-\340\270\227\340\270\263\340\270\231\340\270\262\340\270\242\340\270\234\340\270\245\340\270\232\340\270\255\340\270\245\340\270\242\340\270\261\340\270\207\340\271\204\340\270\207\340\271\203\340\270\253\340\271\211\340\271\201\340\270\241\340\271\210\340\270\231\340\270\213\340\270\260\340\270\242\340\270\264\340\271\210\340\270\207\340\270\201\340\270\247\340\271\210\340\270\262\340\270\253\340\270\241\340\270\266\340\270\201\340\270\236\340\270\255\340\270\245.html"
index c717137..2e0c878 100644
--- "a/2021/019-\340\270\227\340\270\263\340\270\231\340\270\262\340\270\242\340\270\234\340\270\245\340\270\232\340\270\255\340\270\245\340\270\242\340\270\261\340\270\207\340\271\204\340\270\207\340\271\203\340\270\253\340\271\211\340\271\201\340\270\241\340\271\210\340\270\231\340\270\213\340\270\260\340\270\242\340\270\264\340\271\210\340\270\207\340\270\201\340\270\247\340\271\210\340\270\262\340\270\253\340\270\241\340\270\266\340\270\201\340\270\236\340\270\255\340\270\245.html"
+++ "b/2021/019-\340\270\227\340\270\263\340\270\231\340\270\262\340\270\242\340\270\234\340\270\245\340\270\232\340\270\255\340\270\245\340\270\242\340\270\261\340\270\207\340\271\204\340\270\207\340\271\203\340\270\253\340\271\211\340\271\201\340\270\241\340\271\210\340\270\231\340\270\213\340\270\260\340\270\242\340\270\264\340\271\210\340\270\207\340\270\201\340\270\247\340\271\210\340\270\262\340\270\253\340\270\241\340\270\266\340\270\201\340\270\236\340\270\255\340\270\245.html"
@@ -1 +1 @@
-ทำนายผลบอลยังไงให้แม่นซะยิ่งกว่าหมึกพอล
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diff --git a/2021/020-TH-National-Document-OCR-(THNDOCR).html b/2021/020-TH-National-Document-OCR-(THNDOCR).html
index 7c3c858..030558c 100644
--- a/2021/020-TH-National-Document-OCR-(THNDOCR).html
+++ b/2021/020-TH-National-Document-OCR-(THNDOCR).html
@@ -1 +1 @@
-TH National Document OCR (THND OCR)
\ No newline at end of file
diff --git a/2022/A-Lip-Reader.html b/2022/A-Lip-Reader.html
index 8d9022f..8899a38 100644
--- a/2022/A-Lip-Reader.html
+++ b/2022/A-Lip-Reader.html
@@ -1 +1 @@
-A Lip Reader
A Lip Reader
โดย พุทธคุณ บุญชัย (ข้าวตู) •
Follow AI Builders
\ No newline at end of file
+A Lip Reader
A Lip Reader
โดย พุทธคุณ บุญชัย (ข้าวตู) •
Follow AI Builders
\ No newline at end of file
diff --git "a/2022/AI-\340\271\201\340\270\242\340\270\201\340\271\201\340\270\242\340\270\260\340\271\201\340\270\241\340\270\207\340\270\224\340\270\262\340\270\210\340\270\262\340\270\231-\340\270\201\340\270\261\340\270\232-\340\271\201\340\270\241\340\270\207\340\270\224\340\270\262\340\270\226\340\271\211\340\270\247\340\270\242.html" "b/2022/AI-\340\271\201\340\270\242\340\270\201\340\271\201\340\270\242\340\270\260\340\271\201\340\270\241\340\270\207\340\270\224\340\270\262\340\270\210\340\270\262\340\270\231-\340\270\201\340\270\261\340\270\232-\340\271\201\340\270\241\340\270\207\340\270\224\340\270\262\340\270\226\340\271\211\340\270\247\340\270\242.html"
index 1f3dde8..cc0101a 100644
--- "a/2022/AI-\340\271\201\340\270\242\340\270\201\340\271\201\340\270\242\340\270\260\340\271\201\340\270\241\340\270\207\340\270\224\340\270\262\340\270\210\340\270\262\340\270\231-\340\270\201\340\270\261\340\270\232-\340\271\201\340\270\241\340\270\207\340\270\224\340\270\262\340\270\226\340\271\211\340\270\247\340\270\242.html"
+++ "b/2022/AI-\340\271\201\340\270\242\340\270\201\340\271\201\340\270\242\340\270\260\340\271\201\340\270\241\340\270\207\340\270\224\340\270\262\340\270\210\340\270\262\340\270\231-\340\270\201\340\270\261\340\270\232-\340\271\201\340\270\241\340\270\207\340\270\224\340\270\262\340\270\226\340\271\211\340\270\247\340\270\242.html"
@@ -1 +1 @@
-AI แยกแยะแมงดาจาน กับ แมงดาถ้วย
AI แยกแยะแมงดาจาน กับ แมงดาถ้วย
โดย ภัคพล อาจบุราย (หลุยส์) •
Follow AI Builders
\ No newline at end of file
+AI แยกแยะแมงดาจาน กับ แมงดาถ้วย
AI แยกแยะแมงดาจาน กับ แมงดาถ้วย
โดย ภัคพล อาจบุราย (หลุยส์) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/American-Sign-Language.html b/2022/American-Sign-Language.html
index 76ce0c6..c778054 100644
--- a/2022/American-Sign-Language.html
+++ b/2022/American-Sign-Language.html
@@ -1 +1 @@
-American Sign Language
American Sign Language
โดย กรกมล แสงสว่าง (เบลล์) •
Follow AI Builders
\ No newline at end of file
+American Sign Language
American Sign Language
โดย กรกมล แสงสว่าง (เบลล์) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Auto-Lyric-Recognizer.html b/2022/Auto-Lyric-Recognizer.html
index 3d4749e..60f5e77 100644
--- a/2022/Auto-Lyric-Recognizer.html
+++ b/2022/Auto-Lyric-Recognizer.html
@@ -1 +1 @@
-Auto Lyric Recognizer
Auto Lyric Recognizer
โดย กิตติพงศ์ เทพอยู่ (ปืน) •
Follow AI Builders
\ No newline at end of file
+Auto Lyric Recognizer
Auto Lyric Recognizer
โดย กิตติพงศ์ เทพอยู่ (ปืน) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Automatic-E2E-Thai-Question-Generation-with-MT5.html b/2022/Automatic-E2E-Thai-Question-Generation-with-MT5.html
index 60fa2d9..b6e6791 100644
--- a/2022/Automatic-E2E-Thai-Question-Generation-with-MT5.html
+++ b/2022/Automatic-E2E-Thai-Question-Generation-with-MT5.html
@@ -1 +1 @@
-Automatic E2E Thai Question Generation with MT5
Automatic E2E Thai Question Generation with MT5
โดย ปรินทพัฒน์ เพ็งพันธุ์ (ปริน) •
Follow AI Builders
\ No newline at end of file
+Automatic E2E Thai Question Generation with MT5
Automatic E2E Thai Question Generation with MT5
โดย ปรินทพัฒน์ เพ็งพันธุ์ (ปริน) •
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diff --git a/2022/BACK-(Blind-All-Can-Know)---Action-Captioning-for-Blinds.html b/2022/BACK-(Blind-All-Can-Know)---Action-Captioning-for-Blinds.html
index 3dde407..27747b1 100644
--- a/2022/BACK-(Blind-All-Can-Know)---Action-Captioning-for-Blinds.html
+++ b/2022/BACK-(Blind-All-Can-Know)---Action-Captioning-for-Blinds.html
@@ -1 +1 @@
-BACK (Blind All Can Know) - Action Captioning for Blinds
BACK (Blind All Can Know) - Action Captioning for Blinds
โดย โชติวัฒน์ ตั้งสถาพร (ไนน์) •
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\ No newline at end of file
+BACK (Blind All Can Know) - Action Captioning for Blinds
BACK (Blind All Can Know) - Action Captioning for Blinds
โดย โชติวัฒน์ ตั้งสถาพร (ไนน์) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Brain-Tumor-Segmentation-using-SegResNet.html b/2022/Brain-Tumor-Segmentation-using-SegResNet.html
index 90fa20f..39b8150 100644
--- a/2022/Brain-Tumor-Segmentation-using-SegResNet.html
+++ b/2022/Brain-Tumor-Segmentation-using-SegResNet.html
@@ -1 +1 @@
-Brain Tumor Segmentation using SegResNet
Brain Tumor Segmentation using SegResNet
โดย ณัฐวดี ลีภัทรกิจ (กิ่งแก้ว) •
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\ No newline at end of file
+Brain Tumor Segmentation using SegResNet
Brain Tumor Segmentation using SegResNet
โดย ณัฐวดี ลีภัทรกิจ (กิ่งแก้ว) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Cactus-Classification-with-Fastai.html b/2022/Cactus-Classification-with-Fastai.html
index a686e93..e2e7a5b 100644
--- a/2022/Cactus-Classification-with-Fastai.html
+++ b/2022/Cactus-Classification-with-Fastai.html
@@ -1 +1 @@
-Cactus Classification with Fastai
Cactus Classification with Fastai
โดย ปัณณธร กรุดทอง (โฟกัส) •
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\ No newline at end of file
+Cactus Classification with Fastai
Cactus Classification with Fastai
โดย ปัณณธร กรุดทอง (โฟกัส) •
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\ No newline at end of file
diff --git a/2022/Chaos-EDM-Generating-EDM-Song-with-VAE-(Variational-Autoencoder)-Spectrogram.html b/2022/Chaos-EDM-Generating-EDM-Song-with-VAE-(Variational-Autoencoder)-Spectrogram.html
index a20ccf8..7e5f390 100644
--- a/2022/Chaos-EDM-Generating-EDM-Song-with-VAE-(Variational-Autoencoder)-Spectrogram.html
+++ b/2022/Chaos-EDM-Generating-EDM-Song-with-VAE-(Variational-Autoencoder)-Spectrogram.html
@@ -1 +1 @@
-Chaos EDM: Generating EDM Song with VAE (Variational Autoencoder) Spectrogram
Chaos EDM: Generating EDM Song with VAE (Variational Autoencoder) Spectrogram
โดย ณยศ สุวัฒโน (ไมค์กี้) •
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\ No newline at end of file
+Chaos EDM: Generating EDM Song with VAE (Variational Autoencoder) Spectrogram
Chaos EDM: Generating EDM Song with VAE (Variational Autoencoder) Spectrogram
โดย ณยศ สุวัฒโน (ไมค์กี้) •
Follow AI Builders
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diff --git a/2022/Classical-Music-Generator.html b/2022/Classical-Music-Generator.html
index 3475d22..3252aec 100644
--- a/2022/Classical-Music-Generator.html
+++ b/2022/Classical-Music-Generator.html
@@ -1 +1 @@
-Classical Music Generator
Classical Music Generator
โดย มณิสรา แซ่จัน (ฟิล์ม) •
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+Classical Music Generator
Classical Music Generator
โดย มณิสรา แซ่จัน (ฟิล์ม) •
Follow AI Builders
\ No newline at end of file
diff --git "a/2022/Crossec--\340\270\243\340\270\260\340\270\232\340\270\232\340\270\252\340\271\210\340\270\207\340\271\200\340\270\252\340\270\243\340\270\264\340\270\241\340\270\201\340\270\262\340\270\243\340\270\227\340\270\263\340\270\233\340\270\217\340\270\264\340\270\232\340\270\261\340\270\225\340\270\264\340\270\201\340\270\262\340\270\243\340\271\200\340\270\231\340\270\267\340\271\211\340\270\255\340\271\200\340\270\242\340\270\267\340\271\210\340\270\255\340\270\236\340\270\267\340\270\212\340\270\224\340\271\211\340\270\247\340\270\242\340\270\233\340\270\261\340\270\215\340\270\215\340\270\262\340\270\233\340\270\243\340\270\260\340\270\224\340\270\264\340\270\251\340\270\220\340\271\214.html" "b/2022/Crossec--\340\270\243\340\270\260\340\270\232\340\270\232\340\270\252\340\271\210\340\270\207\340\271\200\340\270\252\340\270\243\340\270\264\340\270\241\340\270\201\340\270\262\340\270\243\340\270\227\340\270\263\340\270\233\340\270\217\340\270\264\340\270\232\340\270\261\340\270\225\340\270\264\340\270\201\340\270\262\340\270\243\340\271\200\340\270\231\340\270\267\340\271\211\340\270\255\340\271\200\340\270\242\340\270\267\340\271\210\340\270\255\340\270\236\340\270\267\340\270\212\340\270\224\340\271\211\340\270\247\340\270\242\340\270\233\340\270\261\340\270\215\340\270\215\340\270\262\340\270\233\340\270\243\340\270\260\340\270\224\340\270\264\340\270\251\340\270\220\340\271\214.html"
index 4ebeba3..a58b43b 100644
--- "a/2022/Crossec--\340\270\243\340\270\260\340\270\232\340\270\232\340\270\252\340\271\210\340\270\207\340\271\200\340\270\252\340\270\243\340\270\264\340\270\241\340\270\201\340\270\262\340\270\243\340\270\227\340\270\263\340\270\233\340\270\217\340\270\264\340\270\232\340\270\261\340\270\225\340\270\264\340\270\201\340\270\262\340\270\243\340\271\200\340\270\231\340\270\267\340\271\211\340\270\255\340\271\200\340\270\242\340\270\267\340\271\210\340\270\255\340\270\236\340\270\267\340\270\212\340\270\224\340\271\211\340\270\247\340\270\242\340\270\233\340\270\261\340\270\215\340\270\215\340\270\262\340\270\233\340\270\243\340\270\260\340\270\224\340\270\264\340\270\251\340\270\220\340\271\214.html"
+++ "b/2022/Crossec--\340\270\243\340\270\260\340\270\232\340\270\232\340\270\252\340\271\210\340\270\207\340\271\200\340\270\252\340\270\243\340\270\264\340\270\241\340\270\201\340\270\262\340\270\243\340\270\227\340\270\263\340\270\233\340\270\217\340\270\264\340\270\232\340\270\261\340\270\225\340\270\264\340\270\201\340\270\262\340\270\243\340\271\200\340\270\231\340\270\267\340\271\211\340\270\255\340\271\200\340\270\242\340\270\267\340\271\210\340\270\255\340\270\236\340\270\267\340\270\212\340\270\224\340\271\211\340\270\247\340\270\242\340\270\233\340\270\261\340\270\215\340\270\215\340\270\262\340\270\233\340\270\243\340\270\260\340\270\224\340\270\264\340\270\251\340\270\220\340\271\214.html"
@@ -1 +1 @@
-Crossec : ระบบส่งเสริมการทำปฏิบัติการเนื้อเยื่อพืชด้วยปัญญาประดิษฐ์
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diff --git "a/2022/Debunker-ML-\340\270\225\340\270\243\340\270\247\340\270\210\340\270\210\340\270\261\340\270\232\340\270\202\340\271\210\340\270\262\340\270\247\340\270\245\340\270\247\340\270\207.html" "b/2022/Debunker-ML-\340\270\225\340\270\243\340\270\247\340\270\210\340\270\210\340\270\261\340\270\232\340\270\202\340\271\210\340\270\262\340\270\247\340\270\245\340\270\247\340\270\207.html"
index dcefc16..ae698c5 100644
--- "a/2022/Debunker-ML-\340\270\225\340\270\243\340\270\247\340\270\210\340\270\210\340\270\261\340\270\232\340\270\202\340\271\210\340\270\262\340\270\247\340\270\245\340\270\247\340\270\207.html"
+++ "b/2022/Debunker-ML-\340\270\225\340\270\243\340\270\247\340\270\210\340\270\210\340\270\261\340\270\232\340\270\202\340\271\210\340\270\262\340\270\247\340\270\245\340\270\247\340\270\207.html"
@@ -1 +1 @@
-Debunker: ML ตรวจจับข่าวลวง
Debunker: ML ตรวจจับข่าวลวง
โดย นิธิวัฒน์ สิริรัตนชัยกุล (ตง) •
Follow AI Builders
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+Debunker: ML ตรวจจับข่าวลวง
Debunker: ML ตรวจจับข่าวลวง
โดย นิธิวัฒน์ สิริรัตนชัยกุล (ตง) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Detect-and-collect-COVID-19-data-more-faster-by-using-ATK-OCR-Classification-(AOC)-model.html b/2022/Detect-and-collect-COVID-19-data-more-faster-by-using-ATK-OCR-Classification-(AOC)-model.html
index c888370..b77ef9e 100644
--- a/2022/Detect-and-collect-COVID-19-data-more-faster-by-using-ATK-OCR-Classification-(AOC)-model.html
+++ b/2022/Detect-and-collect-COVID-19-data-more-faster-by-using-ATK-OCR-Classification-(AOC)-model.html
@@ -1 +1 @@
-Detect and collect COVID-19 data more faster by using ATK-OCR Classification (AOC) model
Detect and collect COVID-19 data more faster by using ATK-OCR Classification (AOC) model
โดย ธนอนันท์ เฉลิมพันธ์ (เอ็ม) •
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+Detect and collect COVID-19 data more faster by using ATK-OCR Classification (AOC) model
Detect and collect COVID-19 data more faster by using ATK-OCR Classification (AOC) model
โดย ธนอนันท์ เฉลิมพันธ์ (เอ็ม) •
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diff --git a/2022/Edge-to-Face-Drawing-Realistic-Faces-from-Canny-Edges.html b/2022/Edge-to-Face-Drawing-Realistic-Faces-from-Canny-Edges.html
index 53bd26a..d715e4b 100644
--- a/2022/Edge-to-Face-Drawing-Realistic-Faces-from-Canny-Edges.html
+++ b/2022/Edge-to-Face-Drawing-Realistic-Faces-from-Canny-Edges.html
@@ -1 +1 @@
-Edge-to-Face: Drawing Realistic Faces from Canny Edges
Edge-to-Face: Drawing Realistic Faces from Canny Edges
โดย นิธิศรัฎฐ์ พุฒิภาพงศ์ (พลัส) •
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+Edge-to-Face: Drawing Realistic Faces from Canny Edges
Edge-to-Face: Drawing Realistic Faces from Canny Edges
โดย นิธิศรัฎฐ์ พุฒิภาพงศ์ (พลัส) •
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diff --git a/2022/Emotion-Detection-from-Facial-Micro-experessions.html b/2022/Emotion-Detection-from-Facial-Micro-experessions.html
index 7073fe6..fed6089 100644
--- a/2022/Emotion-Detection-from-Facial-Micro-experessions.html
+++ b/2022/Emotion-Detection-from-Facial-Micro-experessions.html
@@ -1 +1 @@
-Emotion Detection from Facial Micro-experessions
Emotion Detection from Facial Micro-experessions
โดย ครองภพ มั่นคง (ไบรท์) •
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\ No newline at end of file
+Emotion Detection from Facial Micro-experessions
Emotion Detection from Facial Micro-experessions
โดย ครองภพ มั่นคง (ไบรท์) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Fake-Product-Detection-on-Online-Retail.html b/2022/Fake-Product-Detection-on-Online-Retail.html
index 6172946..9b87717 100644
--- a/2022/Fake-Product-Detection-on-Online-Retail.html
+++ b/2022/Fake-Product-Detection-on-Online-Retail.html
@@ -1 +1 @@
-Fake Product Detection on Online Retail
Fake Product Detection on Online Retail
โดย เจษฎา ปราณี (แจ็ค) •
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\ No newline at end of file
+Fake Product Detection on Online Retail
Fake Product Detection on Online Retail
โดย เจษฎา ปราณี (แจ็ค) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Find-Water-from-Satellite-Images-Using-U-Net-Image-Segmentation-with-Pytorch.html b/2022/Find-Water-from-Satellite-Images-Using-U-Net-Image-Segmentation-with-Pytorch.html
index 455130b..0083481 100644
--- a/2022/Find-Water-from-Satellite-Images-Using-U-Net-Image-Segmentation-with-Pytorch.html
+++ b/2022/Find-Water-from-Satellite-Images-Using-U-Net-Image-Segmentation-with-Pytorch.html
@@ -1 +1 @@
-Find Water from Satellite Images Using U-Net Image Segmentation with Pytorch
Find Water from Satellite Images Using U-Net Image Segmentation with Pytorch
โดย วรกาญจน์ ลาสุดี (ปีใหม่) •
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+Find Water from Satellite Images Using U-Net Image Segmentation with Pytorch
Find Water from Satellite Images Using U-Net Image Segmentation with Pytorch
โดย วรกาญจน์ ลาสุดี (ปีใหม่) •
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diff --git a/2022/Food-Ingredients-Label-Reader-for-Food-Allergy.html b/2022/Food-Ingredients-Label-Reader-for-Food-Allergy.html
index 6cc5ec2..3da57d0 100644
--- a/2022/Food-Ingredients-Label-Reader-for-Food-Allergy.html
+++ b/2022/Food-Ingredients-Label-Reader-for-Food-Allergy.html
@@ -1 +1 @@
-Food Ingredients Label Reader for Food Allergy
Food Ingredients Label Reader for Food Allergy
โดย พีรณัฐ เมฆวิศิษฏ์ (ปอนด์) •
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\ No newline at end of file
+Food Ingredients Label Reader for Food Allergy
Food Ingredients Label Reader for Food Allergy
โดย พีรณัฐ เมฆวิศิษฏ์ (ปอนด์) •
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\ No newline at end of file
diff --git "a/2022/GANime-FullBody-\340\270\247\340\270\262\340\270\224\340\270\243\340\270\271\340\270\233\340\270\225\340\270\261\340\270\247\340\270\245\340\270\260\340\270\204\340\270\243\340\270\255\340\270\231\340\270\264\340\271\200\340\270\241\340\270\260(\340\270\252\340\270\262\340\270\247\340\271\206)\340\271\201\340\270\232\340\270\232\340\271\200\340\270\225\340\271\207\340\270\241\340\270\225\340\270\261\340\270\247-\340\270\224\340\271\211\340\270\247\340\270\242-Deep-Learning.html" "b/2022/GANime-FullBody-\340\270\247\340\270\262\340\270\224\340\270\243\340\270\271\340\270\233\340\270\225\340\270\261\340\270\247\340\270\245\340\270\260\340\270\204\340\270\243\340\270\255\340\270\231\340\270\264\340\271\200\340\270\241\340\270\260(\340\270\252\340\270\262\340\270\247\340\271\206)\340\271\201\340\270\232\340\270\232\340\271\200\340\270\225\340\271\207\340\270\241\340\270\225\340\270\261\340\270\247-\340\270\224\340\271\211\340\270\247\340\270\242-Deep-Learning.html"
index dde31eb..a355836 100644
--- "a/2022/GANime-FullBody-\340\270\247\340\270\262\340\270\224\340\270\243\340\270\271\340\270\233\340\270\225\340\270\261\340\270\247\340\270\245\340\270\260\340\270\204\340\270\243\340\270\255\340\270\231\340\270\264\340\271\200\340\270\241\340\270\260(\340\270\252\340\270\262\340\270\247\340\271\206)\340\271\201\340\270\232\340\270\232\340\271\200\340\270\225\340\271\207\340\270\241\340\270\225\340\270\261\340\270\247-\340\270\224\340\271\211\340\270\247\340\270\242-Deep-Learning.html"
+++ "b/2022/GANime-FullBody-\340\270\247\340\270\262\340\270\224\340\270\243\340\270\271\340\270\233\340\270\225\340\270\261\340\270\247\340\270\245\340\270\260\340\270\204\340\270\243\340\270\255\340\270\231\340\270\264\340\271\200\340\270\241\340\270\260(\340\270\252\340\270\262\340\270\247\340\271\206)\340\271\201\340\270\232\340\270\232\340\271\200\340\270\225\340\271\207\340\270\241\340\270\225\340\270\261\340\270\247-\340\270\224\340\271\211\340\270\247\340\270\242-Deep-Learning.html"
@@ -1 +1 @@
-GANime-FullBody วาดรูปตัวละครอนิเมะ(สาวๆ)แบบเต็มตัว ด้วย Deep Learning
GANime-FullBody วาดรูปตัวละครอนิเมะ(สาวๆ)แบบเต็มตัว ด้วย Deep Learning
โดย หิรัญกุล พิมพ์ศิริ (ไกด์) •
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\ No newline at end of file
+GANime-FullBody วาดรูปตัวละครอนิเมะ(สาวๆ)แบบเต็มตัว ด้วย Deep Learning
GANime-FullBody วาดรูปตัวละครอนิเมะ(สาวๆ)แบบเต็มตัว ด้วย Deep Learning
โดย หิรัญกุล พิมพ์ศิริ (ไกด์) •
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\ No newline at end of file
diff --git a/2022/Game-Recommendation-by-using-Neural-Network-Embeddings.html b/2022/Game-Recommendation-by-using-Neural-Network-Embeddings.html
index d78881a..883af14 100644
--- a/2022/Game-Recommendation-by-using-Neural-Network-Embeddings.html
+++ b/2022/Game-Recommendation-by-using-Neural-Network-Embeddings.html
@@ -1 +1 @@
-Game Recommendation by using Neural Network Embeddings
Game Recommendation by using Neural Network Embeddings
โดย มาวิน ศรีชาติ (วิน) •
Follow AI Builders
\ No newline at end of file
+Game Recommendation by using Neural Network Embeddings
Game Recommendation by using Neural Network Embeddings
โดย มาวิน ศรีชาติ (วิน) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Garbage-Detection-with-Tensorflow-Lite.html b/2022/Garbage-Detection-with-Tensorflow-Lite.html
index c5943f8..031f1b9 100644
--- a/2022/Garbage-Detection-with-Tensorflow-Lite.html
+++ b/2022/Garbage-Detection-with-Tensorflow-Lite.html
@@ -1 +1 @@
-Garbage Detection with Tensorflow Lite
Garbage Detection with Tensorflow Lite
โดย กันต์พัจน์ วิเศษสุข (กัน) •
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\ No newline at end of file
+Garbage Detection with Tensorflow Lite
Garbage Detection with Tensorflow Lite
โดย กันต์พัจน์ วิเศษสุข (กัน) •
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\ No newline at end of file
diff --git a/2022/Image-Transfer-Day-to-Night-and-Night-to-Day.html b/2022/Image-Transfer-Day-to-Night-and-Night-to-Day.html
index 6501257..07dc437 100644
--- a/2022/Image-Transfer-Day-to-Night-and-Night-to-Day.html
+++ b/2022/Image-Transfer-Day-to-Night-and-Night-to-Day.html
@@ -1 +1 @@
-Image Transfer Day-to-Night and Night-to-Day
Image Transfer Day-to-Night and Night-to-Day
โดย ณฐกร คเชนทร (เท็น) •
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\ No newline at end of file
+Image Transfer Day-to-Night and Night-to-Day
Image Transfer Day-to-Night and Night-to-Day
โดย ณฐกร คเชนทร (เท็น) •
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\ No newline at end of file
diff --git a/2022/Is-that-a-Supra.html b/2022/Is-that-a-Supra.html
index e48795b..1ecaffa 100644
--- a/2022/Is-that-a-Supra.html
+++ b/2022/Is-that-a-Supra.html
@@ -1 +1 @@
-Is that a Supra?!
Is that a Supra?!
โดย จิตรบุณย์ ทรัพย์สินทวีลาภ (กั๊ต) •
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\ No newline at end of file
+Is that a Supra?!
Is that a Supra?!
โดย จิตรบุณย์ ทรัพย์สินทวีลาภ (กั๊ต) •
Follow AI Builders
\ No newline at end of file
diff --git "a/2022/Lamiaceae-Classification-\340\271\201\340\270\242\340\270\201\340\270\236\340\270\267\340\270\212\340\270\247\340\270\207\340\270\250\340\271\214\340\270\201\340\270\260\340\271\200\340\270\236\340\270\243\340\270\262-3-\340\270\212\340\270\231\340\270\264\340\270\224.html" "b/2022/Lamiaceae-Classification-\340\271\201\340\270\242\340\270\201\340\270\236\340\270\267\340\270\212\340\270\247\340\270\207\340\270\250\340\271\214\340\270\201\340\270\260\340\271\200\340\270\236\340\270\243\340\270\262-3-\340\270\212\340\270\231\340\270\264\340\270\224.html"
index b7297eb..fcf8a17 100644
--- "a/2022/Lamiaceae-Classification-\340\271\201\340\270\242\340\270\201\340\270\236\340\270\267\340\270\212\340\270\247\340\270\207\340\270\250\340\271\214\340\270\201\340\270\260\340\271\200\340\270\236\340\270\243\340\270\262-3-\340\270\212\340\270\231\340\270\264\340\270\224.html"
+++ "b/2022/Lamiaceae-Classification-\340\271\201\340\270\242\340\270\201\340\270\236\340\270\267\340\270\212\340\270\247\340\270\207\340\270\250\340\271\214\340\270\201\340\270\260\340\271\200\340\270\236\340\270\243\340\270\262-3-\340\270\212\340\270\231\340\270\264\340\270\224.html"
@@ -1 +1 @@
-Lamiaceae Classification แยกพืชวงศ์กะเพรา 3 ชนิด
Lamiaceae Classification แยกพืชวงศ์กะเพรา 3 ชนิด
โดย วชิรวิทย์ ไชยมาตย์ (เจ้านาย) •
Follow AI Builders
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+Lamiaceae Classification แยกพืชวงศ์กะเพรา 3 ชนิด
Lamiaceae Classification แยกพืชวงศ์กะเพรา 3 ชนิด
โดย วชิรวิทย์ ไชยมาตย์ (เจ้านาย) •
Follow AI Builders
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diff --git a/2022/Learn-Chinese-Faster-by-Using-Handwritten-Chinese-Character-Recognition-(HCCR).html b/2022/Learn-Chinese-Faster-by-Using-Handwritten-Chinese-Character-Recognition-(HCCR).html
index c683568..5c232c2 100644
--- a/2022/Learn-Chinese-Faster-by-Using-Handwritten-Chinese-Character-Recognition-(HCCR).html
+++ b/2022/Learn-Chinese-Faster-by-Using-Handwritten-Chinese-Character-Recognition-(HCCR).html
@@ -1 +1 @@
-Learn Chinese Faster by Using Handwritten Chinese Character Recognition (HCCR)
Learn Chinese Faster by Using Handwritten Chinese Character Recognition (HCCR)
โดย ภควุฒิ ธรรมาวุฒิกุล (Army) •
Follow AI Builders
\ No newline at end of file
+Learn Chinese Faster by Using Handwritten Chinese Character Recognition (HCCR)
Learn Chinese Faster by Using Handwritten Chinese Character Recognition (HCCR)
โดย ภควุฒิ ธรรมาวุฒิกุล (Army) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Microplastic-detection-and-collect-statistical-tebular-data..html b/2022/Microplastic-detection-and-collect-statistical-tebular-data..html
index 425d54c..2b54b19 100644
--- a/2022/Microplastic-detection-and-collect-statistical-tebular-data..html
+++ b/2022/Microplastic-detection-and-collect-statistical-tebular-data..html
@@ -1 +1 @@
-Microplastic detection and collect statistical tebular data.
Microplastic detection and collect statistical tebular data.
โดย ภานุวัฒน์ วงศ์พัฒนวุฒิ (ก้อง) •
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\ No newline at end of file
+Microplastic detection and collect statistical tebular data.
Microplastic detection and collect statistical tebular data.
โดย ภานุวัฒน์ วงศ์พัฒนวุฒิ (ก้อง) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Music-Recognition.html b/2022/Music-Recognition.html
index 1f8cdb7..3f21c82 100644
--- a/2022/Music-Recognition.html
+++ b/2022/Music-Recognition.html
@@ -1 +1 @@
-Music Recognition
Music Recognition
โดย นนทพรรษ วงษ์กัณหา (นน) •
Follow AI Builders
\ No newline at end of file
+Music Recognition
Music Recognition
โดย นนทพรรษ วงษ์กัณหา (นน) •
Follow AI Builders
\ No newline at end of file
diff --git "a/2022/My-Little-HR-\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245\340\270\233\340\270\243\340\270\260\340\271\200\340\270\241\340\270\264\340\270\231\340\271\200\340\270\207\340\270\264\340\270\231\340\271\200\340\270\224\340\270\267\340\270\255\340\270\231\340\270\255\340\270\262\340\270\212\340\270\265\340\270\236\340\270\252\340\270\262\340\270\242-IT-\340\271\203\340\270\231\340\270\233\340\270\243\340\270\260\340\271\200\340\270\227\340\270\250\340\271\204\340\270\227\340\270\242.html" "b/2022/My-Little-HR-\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245\340\270\233\340\270\243\340\270\260\340\271\200\340\270\241\340\270\264\340\270\231\340\271\200\340\270\207\340\270\264\340\270\231\340\271\200\340\270\224\340\270\267\340\270\255\340\270\231\340\270\255\340\270\262\340\270\212\340\270\265\340\270\236\340\270\252\340\270\262\340\270\242-IT-\340\271\203\340\270\231\340\270\233\340\270\243\340\270\260\340\271\200\340\270\227\340\270\250\340\271\204\340\270\227\340\270\242.html"
index 273a47f..b9eeb61 100644
--- "a/2022/My-Little-HR-\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245\340\270\233\340\270\243\340\270\260\340\271\200\340\270\241\340\270\264\340\270\231\340\271\200\340\270\207\340\270\264\340\270\231\340\271\200\340\270\224\340\270\267\340\270\255\340\270\231\340\270\255\340\270\262\340\270\212\340\270\265\340\270\236\340\270\252\340\270\262\340\270\242-IT-\340\271\203\340\270\231\340\270\233\340\270\243\340\270\260\340\271\200\340\270\227\340\270\250\340\271\204\340\270\227\340\270\242.html"
+++ "b/2022/My-Little-HR-\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245\340\270\233\340\270\243\340\270\260\340\271\200\340\270\241\340\270\264\340\270\231\340\271\200\340\270\207\340\270\264\340\270\231\340\271\200\340\270\224\340\270\267\340\270\255\340\270\231\340\270\255\340\270\262\340\270\212\340\270\265\340\270\236\340\270\252\340\270\262\340\270\242-IT-\340\271\203\340\270\231\340\270\233\340\270\243\340\270\260\340\271\200\340\270\227\340\270\250\340\271\204\340\270\227\340\270\242.html"
@@ -1 +1 @@
-My Little HR: โมเดลประเมินเงินเดือนอาชีพสาย IT ในประเทศไทย
My Little HR: โมเดลประเมินเงินเดือนอาชีพสาย IT ในประเทศไทย
โดย กันตพงศ์ วงศ์พานิชย์ (เติร์ด) •
Follow AI Builders
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+My Little HR: โมเดลประเมินเงินเดือนอาชีพสาย IT ในประเทศไทย
My Little HR: โมเดลประเมินเงินเดือนอาชีพสาย IT ในประเทศไทย
โดย กันตพงศ์ วงศ์พานิชย์ (เติร์ด) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/NLP-for-genre-predictions-on-FFnet-an-antithesis-to-utilitarianism.html b/2022/NLP-for-genre-predictions-on-FFnet-an-antithesis-to-utilitarianism.html
index 02c050f..235169d 100644
--- a/2022/NLP-for-genre-predictions-on-FFnet-an-antithesis-to-utilitarianism.html
+++ b/2022/NLP-for-genre-predictions-on-FFnet-an-antithesis-to-utilitarianism.html
@@ -1 +1 @@
-NLP for genre predictions on FFnet: an antithesis to utilitarianism
NLP for genre predictions on FFnet: an antithesis to utilitarianism
โดย zeiosis@ •
Follow AI Builders
\ No newline at end of file
+NLP for genre predictions on FFnet: an antithesis to utilitarianism
NLP for genre predictions on FFnet: an antithesis to utilitarianism
โดย zeiosis@ •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Object-Detection-in-White-Blood-Cells-for-Leukemia.html b/2022/Object-Detection-in-White-Blood-Cells-for-Leukemia.html
index 5206924..08c8cb1 100644
--- a/2022/Object-Detection-in-White-Blood-Cells-for-Leukemia.html
+++ b/2022/Object-Detection-in-White-Blood-Cells-for-Leukemia.html
@@ -1 +1 @@
-Object Detection in White Blood Cells for Leukemia
Object Detection in White Blood Cells for Leukemia
โดย แพรวา ชูบ้านนา (แพรว) •
Follow AI Builders
\ No newline at end of file
+Object Detection in White Blood Cells for Leukemia
Object Detection in White Blood Cells for Leukemia
โดย แพรวา ชูบ้านนา (แพรว) •
Follow AI Builders
\ No newline at end of file
diff --git "a/2022/Obstacle-Detection-for-Blind-people-\340\270\212\340\271\210\340\270\247\340\270\242\340\271\200\340\270\253\340\270\245\340\270\267\340\270\255\340\270\234\340\270\271\340\271\211\340\270\236\340\270\264\340\270\201\340\270\262\340\270\243\340\270\227\340\270\262\340\270\207\340\270\252\340\270\262\340\270\242\340\270\225\340\270\262\340\270\224\340\271\211\340\270\247\340\270\242-Deep-Learning.html" "b/2022/Obstacle-Detection-for-Blind-people-\340\270\212\340\271\210\340\270\247\340\270\242\340\271\200\340\270\253\340\270\245\340\270\267\340\270\255\340\270\234\340\270\271\340\271\211\340\270\236\340\270\264\340\270\201\340\270\262\340\270\243\340\270\227\340\270\262\340\270\207\340\270\252\340\270\262\340\270\242\340\270\225\340\270\262\340\270\224\340\271\211\340\270\247\340\270\242-Deep-Learning.html"
index 5027588..e0c5fe1 100644
--- "a/2022/Obstacle-Detection-for-Blind-people-\340\270\212\340\271\210\340\270\247\340\270\242\340\271\200\340\270\253\340\270\245\340\270\267\340\270\255\340\270\234\340\270\271\340\271\211\340\270\236\340\270\264\340\270\201\340\270\262\340\270\243\340\270\227\340\270\262\340\270\207\340\270\252\340\270\262\340\270\242\340\270\225\340\270\262\340\270\224\340\271\211\340\270\247\340\270\242-Deep-Learning.html"
+++ "b/2022/Obstacle-Detection-for-Blind-people-\340\270\212\340\271\210\340\270\247\340\270\242\340\271\200\340\270\253\340\270\245\340\270\267\340\270\255\340\270\234\340\270\271\340\271\211\340\270\236\340\270\264\340\270\201\340\270\262\340\270\243\340\270\227\340\270\262\340\270\207\340\270\252\340\270\262\340\270\242\340\270\225\340\270\262\340\270\224\340\271\211\340\270\247\340\270\242-Deep-Learning.html"
@@ -1 +1 @@
-Obstacle Detection for Blind people ช่วยเหลือผู้พิการทางสายตาด้วย Deep Learning
Obstacle Detection for Blind people ช่วยเหลือผู้พิการทางสายตาด้วย Deep Learning
โดย เทพบดินทร์ ใจอินสม (ฟู่) •
Follow AI Builders
\ No newline at end of file
+Obstacle Detection for Blind people ช่วยเหลือผู้พิการทางสายตาด้วย Deep Learning
Obstacle Detection for Blind people ช่วยเหลือผู้พิการทางสายตาด้วย Deep Learning
โดย เทพบดินทร์ ใจอินสม (ฟู่) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Plant-Disease-Classification.html b/2022/Plant-Disease-Classification.html
index 963f660..d58f1c6 100644
--- a/2022/Plant-Disease-Classification.html
+++ b/2022/Plant-Disease-Classification.html
@@ -1 +1 @@
-Plant Disease Classification
Plant Disease Classification
โดย รัชชานนท์ มุขแก้ว (นนท์) •
Follow AI Builders
\ No newline at end of file
+Plant Disease Classification
Plant Disease Classification
โดย รัชชานนท์ มุขแก้ว (นนท์) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/PsychNLP-A-BERT-based-NLP-model-as-a-screening-tool-to-help-classify-the-risks-of-depression-and-suicide.html b/2022/PsychNLP-A-BERT-based-NLP-model-as-a-screening-tool-to-help-classify-the-risks-of-depression-and-suicide.html
index 268f043..298c500 100644
--- a/2022/PsychNLP-A-BERT-based-NLP-model-as-a-screening-tool-to-help-classify-the-risks-of-depression-and-suicide.html
+++ b/2022/PsychNLP-A-BERT-based-NLP-model-as-a-screening-tool-to-help-classify-the-risks-of-depression-and-suicide.html
@@ -1 +1 @@
-PsychNLP: A BERT-based NLP model as a screening tool to help classify the risks of depression and suicide
PsychNLP: A BERT-based NLP model as a screening tool to help classify the risks of depression and suicide
โดย พลกฤต สาตสิน (เจ) •
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\ No newline at end of file
+PsychNLP: A BERT-based NLP model as a screening tool to help classify the risks of depression and suicide
PsychNLP: A BERT-based NLP model as a screening tool to help classify the risks of depression and suicide
โดย พลกฤต สาตสิน (เจ) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/RL-in-Traffic-Management.html b/2022/RL-in-Traffic-Management.html
index 9ec392d..f34797f 100644
--- a/2022/RL-in-Traffic-Management.html
+++ b/2022/RL-in-Traffic-Management.html
@@ -1 +1 @@
-RL in Traffic Management
RL in Traffic Management
โดย ณดล พิพัฒนติกานันท์ (ไตตั้น) •
Follow AI Builders
\ No newline at end of file
+RL in Traffic Management
RL in Traffic Management
โดย ณดล พิพัฒนติกานันท์ (ไตตั้น) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Sick-Pig-Classifier.html b/2022/Sick-Pig-Classifier.html
index 308c049..1c57035 100644
--- a/2022/Sick-Pig-Classifier.html
+++ b/2022/Sick-Pig-Classifier.html
@@ -1 +1 @@
-Sick Pig Classifier
Sick Pig Classifier
โดย ภวัต ลีชาแสน (บีม) •
Follow AI Builders
\ No newline at end of file
+Sick Pig Classifier
Sick Pig Classifier
โดย ภวัต ลีชาแสน (บีม) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Single-Note-Music-Classification.html b/2022/Single-Note-Music-Classification.html
index 84ae684..ef683a6 100644
--- a/2022/Single-Note-Music-Classification.html
+++ b/2022/Single-Note-Music-Classification.html
@@ -1 +1 @@
-Single Note Music Classification
Single Note Music Classification
โดย ณภัทร เสรีรักษ์ (นีร) •
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\ No newline at end of file
+Single Note Music Classification
Single Note Music Classification
โดย ณภัทร เสรีรักษ์ (นีร) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/TLDR;-Terms-and-Conditions-Summarizer.html b/2022/TLDR;-Terms-and-Conditions-Summarizer.html
index 51e5edf..48fed5d 100644
--- a/2022/TLDR;-Terms-and-Conditions-Summarizer.html
+++ b/2022/TLDR;-Terms-and-Conditions-Summarizer.html
@@ -1 +1 @@
-TLDR; Terms and Conditions Summarizer
TLDR; Terms and Conditions Summarizer
โดย ศุภโชค บุตรดีขันธ์ (บูม) •
Follow AI Builders
\ No newline at end of file
+TLDR; Terms and Conditions Summarizer
TLDR; Terms and Conditions Summarizer
โดย ศุภโชค บุตรดีขันธ์ (บูม) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Text-to-image-synthesis-with-VQGAN-ThCLIP.html b/2022/Text-to-image-synthesis-with-VQGAN-ThCLIP.html
index 4e35af2..c1b56b8 100644
--- a/2022/Text-to-image-synthesis-with-VQGAN-ThCLIP.html
+++ b/2022/Text-to-image-synthesis-with-VQGAN-ThCLIP.html
@@ -1 +1 @@
-Text-to-image synthesis with VQGAN-ThCLIP
Text-to-image synthesis with VQGAN-ThCLIP
โดย ภูริช ศิริทิพย์ (มาร์ค) •
Follow AI Builders
\ No newline at end of file
+Text-to-image synthesis with VQGAN-ThCLIP
Text-to-image synthesis with VQGAN-ThCLIP
โดย ภูริช ศิริทิพย์ (มาร์ค) •
Follow AI Builders
\ No newline at end of file
diff --git "a/2022/TextDoe-\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245\340\270\210\340\270\263\340\271\201\340\270\231\340\270\201\340\271\201\340\270\247\340\270\224\340\270\247\340\270\207\340\270\232\340\270\227\340\270\204\340\270\247\340\270\262\340\270\241\340\270\252\340\270\264\340\271\210\340\270\207\340\270\236\340\270\264\340\270\241\340\270\236\340\271\214.html" "b/2022/TextDoe-\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245\340\270\210\340\270\263\340\271\201\340\270\231\340\270\201\340\271\201\340\270\247\340\270\224\340\270\247\340\270\207\340\270\232\340\270\227\340\270\204\340\270\247\340\270\262\340\270\241\340\270\252\340\270\264\340\271\210\340\270\207\340\270\236\340\270\264\340\270\241\340\270\236\340\271\214.html"
index fa095a5..89545ec 100644
--- "a/2022/TextDoe-\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245\340\270\210\340\270\263\340\271\201\340\270\231\340\270\201\340\271\201\340\270\247\340\270\224\340\270\247\340\270\207\340\270\232\340\270\227\340\270\204\340\270\247\340\270\262\340\270\241\340\270\252\340\270\264\340\271\210\340\270\207\340\270\236\340\270\264\340\270\241\340\270\236\340\271\214.html"
+++ "b/2022/TextDoe-\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245\340\270\210\340\270\263\340\271\201\340\270\231\340\270\201\340\271\201\340\270\247\340\270\224\340\270\247\340\270\207\340\270\232\340\270\227\340\270\204\340\270\247\340\270\262\340\270\241\340\270\252\340\270\264\340\271\210\340\270\207\340\270\236\340\270\264\340\270\241\340\270\236\340\271\214.html"
@@ -1 +1 @@
-TextDoe: โมเดลจำแนกแวดวงบทความสิ่งพิมพ์
TextDoe: โมเดลจำแนกแวดวงบทความสิ่งพิมพ์
โดย โชติอนันต์ทรัพย์ โสภาเคน (โชกุน) •
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\ No newline at end of file
+TextDoe: โมเดลจำแนกแวดวงบทความสิ่งพิมพ์
TextDoe: โมเดลจำแนกแวดวงบทความสิ่งพิมพ์
โดย โชติอนันต์ทรัพย์ โสภาเคน (โชกุน) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Using-Machine-Learning-to-create-Auto-Pitch-Writer-for-UTAU.html b/2022/Using-Machine-Learning-to-create-Auto-Pitch-Writer-for-UTAU.html
index f429633..801b0d6 100644
--- a/2022/Using-Machine-Learning-to-create-Auto-Pitch-Writer-for-UTAU.html
+++ b/2022/Using-Machine-Learning-to-create-Auto-Pitch-Writer-for-UTAU.html
@@ -1 +1 @@
-Using Machine Learning to create Auto Pitch Writer for UTAU
Using Machine Learning to create Auto Pitch Writer for UTAU
โดย จิรา กุลจิราพงษ์ (จิรา) •
Follow AI Builders
\ No newline at end of file
+Using Machine Learning to create Auto Pitch Writer for UTAU
Using Machine Learning to create Auto Pitch Writer for UTAU
โดย จิรา กุลจิราพงษ์ (จิรา) •
Follow AI Builders
\ No newline at end of file
diff --git a/2022/Violence-Detection.html b/2022/Violence-Detection.html
index 8b39032..d8b024a 100644
--- a/2022/Violence-Detection.html
+++ b/2022/Violence-Detection.html
@@ -1 +1 @@
-Violence Detection
Violence Detection
โดย ชินวัตร นาไชยธง (ม่อน) •
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+Violence Detection
Violence Detection
โดย ชินวัตร นาไชยธง (ม่อน) •
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\ No newline at end of file
diff --git a/2022/WanchanBERTa-Thai-Grammarly.html b/2022/WanchanBERTa-Thai-Grammarly.html
index a839f87..1fcabe5 100644
--- a/2022/WanchanBERTa-Thai-Grammarly.html
+++ b/2022/WanchanBERTa-Thai-Grammarly.html
@@ -1 +1 @@
-WanchanBERTa Thai Grammarly
WanchanBERTa Thai Grammarly
โดย อิทธิพัฒน์ ปานขำ (มาร์จิ้น) •
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\ No newline at end of file
+WanchanBERTa Thai Grammarly
WanchanBERTa Thai Grammarly
โดย อิทธิพัฒน์ ปานขำ (มาร์จิ้น) •
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\ No newline at end of file
diff --git a/2022/vTranslator-Transcribe-and-Translate-VTuber-using-Wav2Vec2.html b/2022/vTranslator-Transcribe-and-Translate-VTuber-using-Wav2Vec2.html
index deeb2ba..338d494 100644
--- a/2022/vTranslator-Transcribe-and-Translate-VTuber-using-Wav2Vec2.html
+++ b/2022/vTranslator-Transcribe-and-Translate-VTuber-using-Wav2Vec2.html
@@ -1 +1 @@
-vTranslator: Transcribe and Translate VTuber using Wav2Vec2
vTranslator: Transcribe and Translate VTuber using Wav2Vec2
โดย ธนภณ ทองจำนงค์ (ธันย์) •
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\ No newline at end of file
+vTranslator: Transcribe and Translate VTuber using Wav2Vec2
vTranslator: Transcribe and Translate VTuber using Wav2Vec2
โดย ธนภณ ทองจำนงค์ (ธันย์) •
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\ No newline at end of file
diff --git "a/2022/\340\270\252\340\270\243\340\271\211\340\270\262\340\270\207\340\270\252\340\270\243\340\270\243\340\270\232\340\270\227\340\271\200\340\270\236\340\270\245\340\270\207-Undertale-\340\270\234\340\271\210\340\270\262\340\270\231-LSTM-\340\271\201\340\270\245\340\270\260-Teacher-Forcing-RNN.html" "b/2022/\340\270\252\340\270\243\340\271\211\340\270\262\340\270\207\340\270\252\340\270\243\340\270\243\340\270\232\340\270\227\340\271\200\340\270\236\340\270\245\340\270\207-Undertale-\340\270\234\340\271\210\340\270\262\340\270\231-LSTM-\340\271\201\340\270\245\340\270\260-Teacher-Forcing-RNN.html"
index 6f7b03d..fec221b 100644
--- "a/2022/\340\270\252\340\270\243\340\271\211\340\270\262\340\270\207\340\270\252\340\270\243\340\270\243\340\270\232\340\270\227\340\271\200\340\270\236\340\270\245\340\270\207-Undertale-\340\270\234\340\271\210\340\270\262\340\270\231-LSTM-\340\271\201\340\270\245\340\270\260-Teacher-Forcing-RNN.html"
+++ "b/2022/\340\270\252\340\270\243\340\271\211\340\270\262\340\270\207\340\270\252\340\270\243\340\270\243\340\270\232\340\270\227\340\271\200\340\270\236\340\270\245\340\270\207-Undertale-\340\270\234\340\271\210\340\270\262\340\270\231-LSTM-\340\271\201\340\270\245\340\270\260-Teacher-Forcing-RNN.html"
@@ -1 +1 @@
-สร้างสรรบทเพลง Undertale ผ่าน LSTM และ Teacher Forcing RNN
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diff --git "a/2022/\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245-CNN-\340\270\252\340\270\263\340\270\253\340\270\243\340\270\261\340\270\232\340\270\201\340\270\262\340\270\243\340\270\210\340\270\263\340\271\201\340\270\231\340\270\201\340\270\252\340\270\261\340\270\215\340\270\215\340\270\262\340\270\223\340\270\252\340\270\241\340\270\255\340\270\207\340\271\203\340\270\231\340\270\243\340\270\260\340\270\232\340\270\232-SSVEP-BCI-\340\270\252\340\270\263\340\270\253\340\270\243\340\270\261\340\270\232\340\271\204\340\270\241\340\271\200\340\270\201\340\270\243\340\270\231-(A-CNN-for-Classification-Task-in-SSVEP-BCI-for-Migraine).html" "b/2022/\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245-CNN-\340\270\252\340\270\263\340\270\253\340\270\243\340\270\261\340\270\232\340\270\201\340\270\262\340\270\243\340\270\210\340\270\263\340\271\201\340\270\231\340\270\201\340\270\252\340\270\261\340\270\215\340\270\215\340\270\262\340\270\223\340\270\252\340\270\241\340\270\255\340\270\207\340\271\203\340\270\231\340\270\243\340\270\260\340\270\232\340\270\232-SSVEP-BCI-\340\270\252\340\270\263\340\270\253\340\270\243\340\270\261\340\270\232\340\271\204\340\270\241\340\271\200\340\270\201\340\270\243\340\270\231-(A-CNN-for-Classification-Task-in-SSVEP-BCI-for-Migraine).html"
index 4358595..997f1e1 100644
--- "a/2022/\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245-CNN-\340\270\252\340\270\263\340\270\253\340\270\243\340\270\261\340\270\232\340\270\201\340\270\262\340\270\243\340\270\210\340\270\263\340\271\201\340\270\231\340\270\201\340\270\252\340\270\261\340\270\215\340\270\215\340\270\262\340\270\223\340\270\252\340\270\241\340\270\255\340\270\207\340\271\203\340\270\231\340\270\243\340\270\260\340\270\232\340\270\232-SSVEP-BCI-\340\270\252\340\270\263\340\270\253\340\270\243\340\270\261\340\270\232\340\271\204\340\270\241\340\271\200\340\270\201\340\270\243\340\270\231-(A-CNN-for-Classification-Task-in-SSVEP-BCI-for-Migraine).html"
+++ "b/2022/\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245-CNN-\340\270\252\340\270\263\340\270\253\340\270\243\340\270\261\340\270\232\340\270\201\340\270\262\340\270\243\340\270\210\340\270\263\340\271\201\340\270\231\340\270\201\340\270\252\340\270\261\340\270\215\340\270\215\340\270\262\340\270\223\340\270\252\340\270\241\340\270\255\340\270\207\340\271\203\340\270\231\340\270\243\340\270\260\340\270\232\340\270\232-SSVEP-BCI-\340\270\252\340\270\263\340\270\253\340\270\243\340\270\261\340\270\232\340\271\204\340\270\241\340\271\200\340\270\201\340\270\243\340\270\231-(A-CNN-for-Classification-Task-in-SSVEP-BCI-for-Migraine).html"
@@ -1 +1 @@
-โมเดล CNN สำหรับการจำแนกสัญญาณสมองในระบบ SSVEP-BCI สำหรับไมเกรน (A CNN for Classification Task in SSVEP-BCI for Migraine)
โมเดล CNN สำหรับการจำแนกสัญญาณสมองในระบบ SSVEP-BCI สำหรับไมเกรน (A CNN for Classification Task in SSVEP-BCI for Migraine)
โดย ฆนัท บุญจง (เค) •
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\ No newline at end of file
+โมเดล CNN สำหรับการจำแนกสัญญาณสมองในระบบ SSVEP-BCI สำหรับไมเกรน (A CNN for Classification Task in SSVEP-BCI for Migraine)
โมเดล CNN สำหรับการจำแนกสัญญาณสมองในระบบ SSVEP-BCI สำหรับไมเกรน (A CNN for Classification Task in SSVEP-BCI for Migraine)
โดย ฆนัท บุญจง (เค) •
Follow AI Builders
\ No newline at end of file
diff --git a/2023/101-digital-textile-printing-defect-classification.html b/2023/101-digital-textile-printing-defect-classification.html
index 5340f45..c285f25 100644
--- a/2023/101-digital-textile-printing-defect-classification.html
+++ b/2023/101-digital-textile-printing-defect-classification.html
@@ -1 +1 @@
-Digital Textile Printing Defect Classification
\ No newline at end of file
diff --git a/2023/102-pimthaigans.html b/2023/102-pimthaigans.html
index 9022f26..f8a4b38 100644
--- a/2023/102-pimthaigans.html
+++ b/2023/102-pimthaigans.html
@@ -1 +1 @@
-pimthaigans
\ No newline at end of file
diff --git a/2023/103-marching-waifu.html b/2023/103-marching-waifu.html
index 42fa176..fabcd11 100644
--- a/2023/103-marching-waifu.html
+++ b/2023/103-marching-waifu.html
@@ -1 +1 @@
-marching-waifu-x: Diffusion models are zero-shot 3D character generators, too
marching-waifu-x: Diffusion models are zero-shot 3D character generators, too
\ No newline at end of file
diff --git a/2023/104-lo-fi-music.html b/2023/104-lo-fi-music.html
index 0693697..4bc188f 100644
--- a/2023/104-lo-fi-music.html
+++ b/2023/104-lo-fi-music.html
@@ -1 +1 @@
-Lo-Fi music style transfer
\ No newline at end of file
diff --git a/2023/106-plank-form-checker.html b/2023/106-plank-form-checker.html
index 2a89209..4a7d575 100644
--- a/2023/106-plank-form-checker.html
+++ b/2023/106-plank-form-checker.html
@@ -1 +1 @@
-Plank Form Checker
\ No newline at end of file
diff --git a/2023/107-dog-emotions.html b/2023/107-dog-emotions.html
index 2d8de1e..f2cb6cb 100644
--- a/2023/107-dog-emotions.html
+++ b/2023/107-dog-emotions.html
@@ -1 +1 @@
-Dog emotions
\ No newline at end of file
diff --git a/2023/109-profanityguard-youtube.html b/2023/109-profanityguard-youtube.html
index 3e49bc0..13082ce 100644
--- a/2023/109-profanityguard-youtube.html
+++ b/2023/109-profanityguard-youtube.html
@@ -1 +1 @@
-ProfanityGuard ตรวจจับคำหยาบด้วย AI ก่อนนำไปลง Youtube
ProfanityGuard ตรวจจับคำหยาบด้วย AI ก่อนนำไปลง Youtube
\ No newline at end of file
diff --git a/2023/110-th-en-MT.html b/2023/110-th-en-MT.html
index c4d8bf7..d1f0c1e 100644
--- a/2023/110-th-en-MT.html
+++ b/2023/110-th-en-MT.html
@@ -1 +1 @@
-TH-EN Machine Translation
\ No newline at end of file
diff --git a/2023/111-object-detection-for-cctv-with-traffic.html b/2023/111-object-detection-for-cctv-with-traffic.html
index 802c064..3943cd9 100644
--- a/2023/111-object-detection-for-cctv-with-traffic.html
+++ b/2023/111-object-detection-for-cctv-with-traffic.html
@@ -1 +1 @@
-Object detection for CCTV with traffic
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diff --git a/2023/112-search-engine-with-automatic-tag-recommendation.html b/2023/112-search-engine-with-automatic-tag-recommendation.html
index a33a764..06e2626 100644
--- a/2023/112-search-engine-with-automatic-tag-recommendation.html
+++ b/2023/112-search-engine-with-automatic-tag-recommendation.html
@@ -1 +1 @@
-Search engine with automatic tag recommendation
Search engine with automatic tag recommendation
โดย Pream Pitchapa • challenger
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+Search engine with automatic tag recommendation
Search engine with automatic tag recommendation
โดย Pream Pitchapa • challenger
Follow AI Builders
\ No newline at end of file
diff --git a/2023/113-klonsuphap.html b/2023/113-klonsuphap.html
index 6afc7ee..9540e55 100644
--- a/2023/113-klonsuphap.html
+++ b/2023/113-klonsuphap.html
@@ -1 +1 @@
-KlonSuphap-LM แต่งกลอนแปด ด้วย GPT-2
KlonSuphap-LM แต่งกลอนแปด ด้วย GPT-2
โดย Kampanat Yingseree • challenger
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\ No newline at end of file
+KlonSuphap-LM แต่งกลอนแปด ด้วย GPT-2
KlonSuphap-LM แต่งกลอนแปด ด้วย GPT-2
โดย Kampanat Yingseree • challenger
Follow AI Builders
\ No newline at end of file
diff --git a/2023/66-drum-note-classification.html b/2023/66-drum-note-classification.html
index d8313b9..219831c 100644
--- a/2023/66-drum-note-classification.html
+++ b/2023/66-drum-note-classification.html
@@ -1 +1 @@
-Drum Note Classification
\ No newline at end of file
diff --git a/2023/67-rain.html b/2023/67-rain.html
index d26602e..66d08fe 100644
--- a/2023/67-rain.html
+++ b/2023/67-rain.html
@@ -1 +1 @@
-พรุ้งนี้ฝนจะตกหรือไม่เราช่วยคุณด้ายยย
\ No newline at end of file
diff --git a/2023/69-cl-sort.html b/2023/69-cl-sort.html
index 6d2b565..27f5210 100644
--- a/2023/69-cl-sort.html
+++ b/2023/69-cl-sort.html
@@ -1 +1 @@
-CL_sort เพื่อนช่วยจัดไฟล์ที่คุณตามหา!?
\ No newline at end of file
diff --git a/2023/70-breast-cancer-ultrasound-image-segmentation-using-u.html b/2023/70-breast-cancer-ultrasound-image-segmentation-using-u.html
index 2a7a7b1..bfc6d3d 100644
--- a/2023/70-breast-cancer-ultrasound-image-segmentation-using-u.html
+++ b/2023/70-breast-cancer-ultrasound-image-segmentation-using-u.html
@@ -1 +1 @@
-Breast Cancer Ultrasound Image Segmentation Using U-Net
Breast Cancer Ultrasound Image Segmentation Using U-Net
\ No newline at end of file
diff --git a/2023/71-check-student-attendance-by-face-detection.html b/2023/71-check-student-attendance-by-face-detection.html
index 36b9ffb..ef9725f 100644
--- a/2023/71-check-student-attendance-by-face-detection.html
+++ b/2023/71-check-student-attendance-by-face-detection.html
@@ -1 +1 @@
-Check student attendance by face detection
\ No newline at end of file
diff --git a/2023/72-avocado-ripeness-predictor.html b/2023/72-avocado-ripeness-predictor.html
index 70fadfd..b5d92ab 100644
--- a/2023/72-avocado-ripeness-predictor.html
+++ b/2023/72-avocado-ripeness-predictor.html
@@ -1 +1 @@
-Avocado Ripeness Predictor
\ No newline at end of file
diff --git a/2023/73-mediapipe.html b/2023/73-mediapipe.html
index 0973ec3..d0b3c44 100644
--- a/2023/73-mediapipe.html
+++ b/2023/73-mediapipe.html
@@ -1 +1 @@
-โมเดลการแปลภาษามือไทยด้วย MediaPipe
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diff --git a/2023/75-cloud-classy.html b/2023/75-cloud-classy.html
index 8365990..7a4c826 100644
--- a/2023/75-cloud-classy.html
+++ b/2023/75-cloud-classy.html
@@ -1 +1 @@
-Cloud Classy ระบบแยกประเภทของเมฆ
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diff --git a/2023/77-bulletbrief-make-videos-brief-with-bullet-points.html b/2023/77-bulletbrief-make-videos-brief-with-bullet-points.html
index 1ca09e6..b95a756 100644
--- a/2023/77-bulletbrief-make-videos-brief-with-bullet-points.html
+++ b/2023/77-bulletbrief-make-videos-brief-with-bullet-points.html
@@ -1 +1 @@
-BulletBrief — Make videos brief with bullet points
BulletBrief — Make videos brief with bullet points
\ No newline at end of file
diff --git a/2023/78-sitting-posture-estimate.html b/2023/78-sitting-posture-estimate.html
index 71aac61..b0e2d05 100644
--- a/2023/78-sitting-posture-estimate.html
+++ b/2023/78-sitting-posture-estimate.html
@@ -1 +1 @@
-Sitting Posture Estimate
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diff --git a/2023/79-how-to-know-percent-your-sound%3F.html b/2023/79-how-to-know-percent-your-sound%3F.html
index 87a35a8..4d51008 100644
--- a/2023/79-how-to-know-percent-your-sound%3F.html
+++ b/2023/79-how-to-know-percent-your-sound%3F.html
@@ -1 +1 @@
-How to know percent your sound?
\ No newline at end of file
diff --git a/2023/80-diabetic-foot-ulcers-classification-by-using-planter-foot-thermogram-with-vision-transformer.html b/2023/80-diabetic-foot-ulcers-classification-by-using-planter-foot-thermogram-with-vision-transformer.html
index 2126821..a42809d 100644
--- a/2023/80-diabetic-foot-ulcers-classification-by-using-planter-foot-thermogram-with-vision-transformer.html
+++ b/2023/80-diabetic-foot-ulcers-classification-by-using-planter-foot-thermogram-with-vision-transformer.html
@@ -1 +1 @@
-Diabetic Foot Ulcers Classification by using planter foot Thermogram with Vision Transformer (ViT)
Diabetic Foot Ulcers Classification by using planter foot Thermogram with Vision Transformer (ViT)
โดย Picha Jetsadapattarakul • มัธยมศึกษาปีที่ 4.0 -- กรุงเทพมหานคร
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\ No newline at end of file
+Diabetic Foot Ulcers Classification by using planter foot Thermogram with Vision Transformer (ViT)
Diabetic Foot Ulcers Classification by using planter foot Thermogram with Vision Transformer (ViT)
โดย Picha Jetsadapattarakul • มัธยมศึกษาปีที่ 4.0 -- กรุงเทพมหานคร
Follow AI Builders
\ No newline at end of file
diff --git a/2023/81-pseudobulbar-palsy-detection-with-wav2vec2-and-openai-whisper.html b/2023/81-pseudobulbar-palsy-detection-with-wav2vec2-and-openai-whisper.html
index 0ed343d..c5c6e19 100644
--- a/2023/81-pseudobulbar-palsy-detection-with-wav2vec2-and-openai-whisper.html
+++ b/2023/81-pseudobulbar-palsy-detection-with-wav2vec2-and-openai-whisper.html
@@ -1 +1 @@
-Pseudobulbar Palsy Detection with Wav2Vec2 and OpenAI Whisper
Pseudobulbar Palsy Detection with Wav2Vec2 and OpenAI Whisper
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diff --git a/2023/82-manga-recommendation.html b/2023/82-manga-recommendation.html
index 65284b5..82d9e5a 100644
--- a/2023/82-manga-recommendation.html
+++ b/2023/82-manga-recommendation.html
@@ -1 +1 @@
-Manga Recommendation
\ No newline at end of file
diff --git a/2023/83-woodsight.html b/2023/83-woodsight.html
index b028e43..ba74c57 100644
--- a/2023/83-woodsight.html
+++ b/2023/83-woodsight.html
@@ -1 +1 @@
-WoodSight
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diff --git a/2023/84-mini-ai-doctor.html b/2023/84-mini-ai-doctor.html
index 3a1373f..55cc9f6 100644
--- a/2023/84-mini-ai-doctor.html
+++ b/2023/84-mini-ai-doctor.html
@@ -1 +1 @@
-Mini AI Doctor: Disease Prediction
\ No newline at end of file
diff --git a/2023/85-conversation-generation.html b/2023/85-conversation-generation.html
index a012f41..3d053dc 100644
--- a/2023/85-conversation-generation.html
+++ b/2023/85-conversation-generation.html
@@ -1 +1 @@
-conversation generation
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diff --git a/2023/87-artipost-the-poster-generator-ai.html b/2023/87-artipost-the-poster-generator-ai.html
index db163ae..1a9d4cd 100644
--- a/2023/87-artipost-the-poster-generator-ai.html
+++ b/2023/87-artipost-the-poster-generator-ai.html
@@ -1 +1 @@
-ArtiPost: The Poster Generator AI
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diff --git a/2023/89-pm2.5-time-series-forecasting.html b/2023/89-pm2.5-time-series-forecasting.html
index 4e2a815..e56ae1b 100644
--- a/2023/89-pm2.5-time-series-forecasting.html
+++ b/2023/89-pm2.5-time-series-forecasting.html
@@ -1 +1 @@
-PM2.5 Time Series Forecasting
\ No newline at end of file
diff --git a/2023/92-ai-checker.html b/2023/92-ai-checker.html
index b6567f2..1e43e53 100644
--- a/2023/92-ai-checker.html
+++ b/2023/92-ai-checker.html
@@ -1 +1 @@
-AI หมากฮอสสากล
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diff --git a/2023/93-dog-breed-classification.html b/2023/93-dog-breed-classification.html
index aa59a48..11aa561 100644
--- a/2023/93-dog-breed-classification.html
+++ b/2023/93-dog-breed-classification.html
@@ -1 +1 @@
-Dog Breed Classification
\ No newline at end of file
diff --git a/2023/94-text2tags.html b/2023/94-text2tags.html
index 3a9b362..cc173da 100644
--- a/2023/94-text2tags.html
+++ b/2023/94-text2tags.html
@@ -1 +1 @@
-Text2Tags
Text2Tags
โดย Pantai Suyasri • มัธยมศึกษาปีที่ 5.0 -- กรุงเทพมหานคร
Follow AI Builders
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+Text2Tags
Text2Tags
โดย Pantai Suyasri • มัธยมศึกษาปีที่ 5.0 -- กรุงเทพมหานคร
Follow AI Builders
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diff --git a/2023/95-teeor.html b/2023/95-teeor.html
index 294821d..680fca3 100644
--- a/2023/95-teeor.html
+++ b/2023/95-teeor.html
@@ -1 +1 @@
-TEEOR
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diff --git a/2023/96-catsification.html b/2023/96-catsification.html
index 9b8cb36..83e0785 100644
--- a/2023/96-catsification.html
+++ b/2023/96-catsification.html
@@ -1 +1 @@
-CATsification
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diff --git a/2023/98-virtual-coding-mentor.html b/2023/98-virtual-coding-mentor.html
index b7ba68b..5904e33 100644
--- a/2023/98-virtual-coding-mentor.html
+++ b/2023/98-virtual-coding-mentor.html
@@ -1 +1 @@
-Virtual Coding Mentor
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diff --git a/2023/99-phish-off.html b/2023/99-phish-off.html
index 41b59ed..146c9f4 100644
--- a/2023/99-phish-off.html
+++ b/2023/99-phish-off.html
@@ -1 +1 @@
-Phish-Off
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diff --git a/2024/1-paphada-saengpridikorn.html b/2024/1-paphada-saengpridikorn.html
index ec09e5e..40d8593 100644
--- a/2024/1-paphada-saengpridikorn.html
+++ b/2024/1-paphada-saengpridikorn.html
@@ -1 +1 @@
-Color Harmony Classifier ML (CoHaML)
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diff --git a/2024/10-chonlana-kruawuthikun.html b/2024/10-chonlana-kruawuthikun.html
new file mode 100644
index 0000000..b573f39
--- /dev/null
+++ b/2024/10-chonlana-kruawuthikun.html
@@ -0,0 +1 @@
+Aquarium Fish Species Classification - โมเดลระบุสปีชีส์สัตว์น้ำจากภาพ
Aquarium Fish Species Classification - โมเดลระบุสปีชีส์สัตว์น้ำจากภาพ
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diff --git a/2024/11-tharadon-jitsue.html b/2024/11-tharadon-jitsue.html
new file mode 100644
index 0000000..e36e6c5
--- /dev/null
+++ b/2024/11-tharadon-jitsue.html
@@ -0,0 +1 @@
+DrumScribe - แกะโน้ตกลองด้วย deep learning
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diff --git a/2024/13-pawan-jakkaew.html b/2024/13-pawan-jakkaew.html
new file mode 100644
index 0000000..bfa4641
--- /dev/null
+++ b/2024/13-pawan-jakkaew.html
@@ -0,0 +1 @@
+Ocular Disease Intelligent Recognition (ODIR)13
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diff --git a/2024/14-ratchakrit-mojomsin.html b/2024/14-ratchakrit-mojomsin.html
new file mode 100644
index 0000000..58e473d
--- /dev/null
+++ b/2024/14-ratchakrit-mojomsin.html
@@ -0,0 +1 @@
+CCTV Anomaly Detection
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diff --git a/2024/2-ananya-kanaraksanti.html b/2024/2-ananya-kanaraksanti.html
new file mode 100644
index 0000000..c4d791c
--- /dev/null
+++ b/2024/2-ananya-kanaraksanti.html
@@ -0,0 +1 @@
+Wound classification model
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diff --git a/2024/3-nattavee-sunitsakul.html b/2024/3-nattavee-sunitsakul.html
new file mode 100644
index 0000000..4b6f035
--- /dev/null
+++ b/2024/3-nattavee-sunitsakul.html
@@ -0,0 +1 @@
+Crop Recommendation System for Thai Economic Plants
Crop Recommendation System for Thai Economic Plants
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diff --git a/2024/4-sittipark-kaewka.html b/2024/4-sittipark-kaewka.html
new file mode 100644
index 0000000..38d6b75
--- /dev/null
+++ b/2024/4-sittipark-kaewka.html
@@ -0,0 +1 @@
+Spider Classification
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diff --git a/2024/5-nontapat-auetrongjit.html b/2024/5-nontapat-auetrongjit.html
new file mode 100644
index 0000000..07b0edb
--- /dev/null
+++ b/2024/5-nontapat-auetrongjit.html
@@ -0,0 +1 @@
+Student Behavior Detector in Classroom
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diff --git a/2024/6-thanaphum-saywongin.html b/2024/6-thanaphum-saywongin.html
new file mode 100644
index 0000000..8893385
--- /dev/null
+++ b/2024/6-thanaphum-saywongin.html
@@ -0,0 +1 @@
+AniRec
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diff --git a/2024/7-guntee-doungmanee.html b/2024/7-guntee-doungmanee.html
new file mode 100644
index 0000000..dcfd5fe
--- /dev/null
+++ b/2024/7-guntee-doungmanee.html
@@ -0,0 +1 @@
+Synthesize High-Quality Thai Vector Fonts
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diff --git a/2024/8-nattapat-emseedaeng.html b/2024/8-nattapat-emseedaeng.html
new file mode 100644
index 0000000..36ac1dc
--- /dev/null
+++ b/2024/8-nattapat-emseedaeng.html
@@ -0,0 +1 @@
+Fake Review Classifier
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diff --git a/2024/9-benyapa-takhwankeaw.html b/2024/9-benyapa-takhwankeaw.html
new file mode 100644
index 0000000..c9190a5
--- /dev/null
+++ b/2024/9-benyapa-takhwankeaw.html
@@ -0,0 +1 @@
+Classification Exercise-Postures
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diff --git a/404.html b/404.html
index 67c1ad5..0670001 100644
--- a/404.html
+++ b/404.html
@@ -1 +1 @@
-404: This page could not be found
404
This page could not be found.
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+404: This page could not be found
404
This page could not be found.
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/001-foody-dudy.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/001-foody-dudy.json
similarity index 100%
rename from _next/data/P1wceHoGgr6TnuCfa06o0/2021/001-foody-dudy.json
rename to _next/data/8Svqkuv7Is15opn2UcCBZ/2021/001-foody-dudy.json
diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/002-LiDAR-3D-Point-Cloud-Object-Detection-for-Autonomous-Vehicle.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/002-LiDAR-3D-Point-Cloud-Object-Detection-for-Autonomous-Vehicle.json
similarity index 100%
rename from _next/data/P1wceHoGgr6TnuCfa06o0/2021/002-LiDAR-3D-Point-Cloud-Object-Detection-for-Autonomous-Vehicle.json
rename to _next/data/8Svqkuv7Is15opn2UcCBZ/2021/002-LiDAR-3D-Point-Cloud-Object-Detection-for-Autonomous-Vehicle.json
diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/003-Lalita-Chinese-Thai-Machine-Translation.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/003-Lalita-Chinese-Thai-Machine-Translation.json
similarity index 100%
rename from _next/data/P1wceHoGgr6TnuCfa06o0/2021/003-Lalita-Chinese-Thai-Machine-Translation.json
rename to _next/data/8Svqkuv7Is15opn2UcCBZ/2021/003-Lalita-Chinese-Thai-Machine-Translation.json
diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/004-\340\271\201\340\270\231\340\270\260\340\270\231\340\270\263\340\270\243\340\270\262\340\270\204\340\270\262\340\270\243\340\270\271\340\270\233\340\270\204\340\270\255\340\270\241\340\270\241\340\270\264\340\270\212\340\270\212\340\270\261\340\270\231\340\270\255\340\270\231\340\270\264\340\271\200\340\270\241\340\270\260\340\270\224\340\271\211\340\270\247\340\270\242-machine-learning-\340\271\202\340\270\224\340\270\242-fastai.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/004-\340\271\201\340\270\231\340\270\260\340\270\231\340\270\263\340\270\243\340\270\262\340\270\204\340\270\262\340\270\243\340\270\271\340\270\233\340\270\204\340\270\255\340\270\241\340\270\241\340\270\264\340\270\212\340\270\212\340\270\261\340\270\231\340\270\255\340\270\231\340\270\264\340\271\200\340\270\241\340\270\260\340\270\224\340\271\211\340\270\247\340\270\242-machine-learning-\340\271\202\340\270\224\340\270\242-fastai.json"
similarity index 100%
rename from "_next/data/P1wceHoGgr6TnuCfa06o0/2021/004-\340\271\201\340\270\231\340\270\260\340\270\231\340\270\263\340\270\243\340\270\262\340\270\204\340\270\262\340\270\243\340\270\271\340\270\233\340\270\204\340\270\255\340\270\241\340\270\241\340\270\264\340\270\212\340\270\212\340\270\261\340\270\231\340\270\255\340\270\231\340\270\264\340\271\200\340\270\241\340\270\260\340\270\224\340\271\211\340\270\247\340\270\242-machine-learning-\340\271\202\340\270\224\340\270\242-fastai.json"
rename to "_next/data/8Svqkuv7Is15opn2UcCBZ/2021/004-\340\271\201\340\270\231\340\270\260\340\270\231\340\270\263\340\270\243\340\270\262\340\270\204\340\270\262\340\270\243\340\270\271\340\270\233\340\270\204\340\270\255\340\270\241\340\270\241\340\270\264\340\270\212\340\270\212\340\270\261\340\270\231\340\270\255\340\270\231\340\270\264\340\271\200\340\270\241\340\270\260\340\270\224\340\271\211\340\270\247\340\270\242-machine-learning-\340\271\202\340\270\224\340\270\242-fastai.json"
diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/005-Thai-Text-to-Speech-with-Tacotron.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/005-Thai-Text-to-Speech-with-Tacotron.json
similarity index 100%
rename from _next/data/P1wceHoGgr6TnuCfa06o0/2021/005-Thai-Text-to-Speech-with-Tacotron.json
rename to _next/data/8Svqkuv7Is15opn2UcCBZ/2021/005-Thai-Text-to-Speech-with-Tacotron.json
diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/006-Salmon-Classifier-\340\271\200\340\270\243\340\270\267\340\271\210\340\270\255\340\270\207\340\270\247\340\270\270\340\271\210\340\270\231\340\271\206\340\270\202\340\270\255\340\270\207\340\270\233\340\270\245\340\270\262\340\271\201\340\270\213\340\270\245\340\270\241\340\270\255\340\270\231.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/006-Salmon-Classifier-\340\271\200\340\270\243\340\270\267\340\271\210\340\270\255\340\270\207\340\270\247\340\270\270\340\271\210\340\270\231\340\271\206\340\270\202\340\270\255\340\270\207\340\270\233\340\270\245\340\270\262\340\271\201\340\270\213\340\270\245\340\270\241\340\270\255\340\270\231.json"
similarity index 100%
rename from "_next/data/P1wceHoGgr6TnuCfa06o0/2021/006-Salmon-Classifier-\340\271\200\340\270\243\340\270\267\340\271\210\340\270\255\340\270\207\340\270\247\340\270\270\340\271\210\340\270\231\340\271\206\340\270\202\340\270\255\340\270\207\340\270\233\340\270\245\340\270\262\340\271\201\340\270\213\340\270\245\340\270\241\340\270\255\340\270\231.json"
rename to "_next/data/8Svqkuv7Is15opn2UcCBZ/2021/006-Salmon-Classifier-\340\271\200\340\270\243\340\270\267\340\271\210\340\270\255\340\270\207\340\270\247\340\270\270\340\271\210\340\270\231\340\271\206\340\270\202\340\270\255\340\270\207\340\270\233\340\270\245\340\270\262\340\271\201\340\270\213\340\270\245\340\270\241\340\270\255\340\270\231.json"
diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/007-Thai-Music-Generation-with-VAE.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/007-Thai-Music-Generation-with-VAE.json
similarity index 100%
rename from _next/data/P1wceHoGgr6TnuCfa06o0/2021/007-Thai-Music-Generation-with-VAE.json
rename to _next/data/8Svqkuv7Is15opn2UcCBZ/2021/007-Thai-Music-Generation-with-VAE.json
diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/008-Itinerary-Creator-\340\271\202\340\270\233\340\270\243\340\271\201\340\270\201\340\270\243\340\270\241\340\270\212\340\271\210\340\270\247\340\270\242\340\270\247\340\270\262\340\270\207\340\271\201\340\270\234\340\270\231\340\270\201\340\270\262\340\270\243\340\271\200\340\270\227\340\270\265\340\271\210\340\270\242\340\270\247\340\271\203\340\270\253\340\271\211\340\271\203\340\270\201\340\270\245\340\271\211\340\271\200\340\270\204\340\270\265\340\270\242\340\270\207\340\270\201\340\270\261\340\270\232\340\270\204\340\270\247\340\270\262\340\270\241\340\270\212\340\270\255\340\270\232\340\270\202\340\270\255\340\270\207\340\271\200\340\270\243\340\270\262.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/008-Itinerary-Creator-\340\271\202\340\270\233\340\270\243\340\271\201\340\270\201\340\270\243\340\270\241\340\270\212\340\271\210\340\270\247\340\270\242\340\270\247\340\270\262\340\270\207\340\271\201\340\270\234\340\270\231\340\270\201\340\270\262\340\270\243\340\271\200\340\270\227\340\270\265\340\271\210\340\270\242\340\270\247\340\271\203\340\270\253\340\271\211\340\271\203\340\270\201\340\270\245\340\271\211\340\271\200\340\270\204\340\270\265\340\270\242\340\270\207\340\270\201\340\270\261\340\270\232\340\270\204\340\270\247\340\270\262\340\270\241\340\270\212\340\270\255\340\270\232\340\270\202\340\270\255\340\270\207\340\271\200\340\270\243\340\270\262.json"
similarity index 100%
rename from "_next/data/P1wceHoGgr6TnuCfa06o0/2021/008-Itinerary-Creator-\340\271\202\340\270\233\340\270\243\340\271\201\340\270\201\340\270\243\340\270\241\340\270\212\340\271\210\340\270\247\340\270\242\340\270\247\340\270\262\340\270\207\340\271\201\340\270\234\340\270\231\340\270\201\340\270\262\340\270\243\340\271\200\340\270\227\340\270\265\340\271\210\340\270\242\340\270\247\340\271\203\340\270\253\340\271\211\340\271\203\340\270\201\340\270\245\340\271\211\340\271\200\340\270\204\340\270\265\340\270\242\340\270\207\340\270\201\340\270\261\340\270\232\340\270\204\340\270\247\340\270\262\340\270\241\340\270\212\340\270\255\340\270\232\340\270\202\340\270\255\340\270\207\340\271\200\340\270\243\340\270\262.json"
rename to "_next/data/8Svqkuv7Is15opn2UcCBZ/2021/008-Itinerary-Creator-\340\271\202\340\270\233\340\270\243\340\271\201\340\270\201\340\270\243\340\270\241\340\270\212\340\271\210\340\270\247\340\270\242\340\270\247\340\270\262\340\270\207\340\271\201\340\270\234\340\270\231\340\270\201\340\270\262\340\270\243\340\271\200\340\270\227\340\270\265\340\271\210\340\270\242\340\270\247\340\271\203\340\270\253\340\271\211\340\271\203\340\270\201\340\270\245\340\271\211\340\271\200\340\270\204\340\270\265\340\270\242\340\270\207\340\270\201\340\270\261\340\270\232\340\270\204\340\270\247\340\270\262\340\270\241\340\270\212\340\270\255\340\270\232\340\270\202\340\270\255\340\270\207\340\271\200\340\270\243\340\270\262.json"
diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/009-Finger-Movement-Classification-from-Electromyography.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/009-Finger-Movement-Classification-from-Electromyography.json
similarity index 100%
rename from _next/data/P1wceHoGgr6TnuCfa06o0/2021/009-Finger-Movement-Classification-from-Electromyography.json
rename to _next/data/8Svqkuv7Is15opn2UcCBZ/2021/009-Finger-Movement-Classification-from-Electromyography.json
diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/010-\340\270\201\340\270\262\340\270\243\340\270\243\340\270\271\340\271\211\340\270\210\340\270\263\340\270\255\340\270\262\340\270\243\340\270\241\340\270\223\340\271\214\340\271\200\340\270\252\340\270\265\340\270\242\340\270\207\340\270\236\340\270\271\340\270\224\340\270\224\340\271\211\340\270\247\340\270\242-ThaiserDataset.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/010-\340\270\201\340\270\262\340\270\243\340\270\243\340\270\271\340\271\211\340\270\210\340\270\263\340\270\255\340\270\262\340\270\243\340\270\241\340\270\223\340\271\214\340\271\200\340\270\252\340\270\265\340\270\242\340\270\207\340\270\236\340\270\271\340\270\224\340\270\224\340\271\211\340\270\247\340\270\242-ThaiserDataset.json"
similarity index 100%
rename from "_next/data/P1wceHoGgr6TnuCfa06o0/2021/010-\340\270\201\340\270\262\340\270\243\340\270\243\340\270\271\340\271\211\340\270\210\340\270\263\340\270\255\340\270\262\340\270\243\340\270\241\340\270\223\340\271\214\340\271\200\340\270\252\340\270\265\340\270\242\340\270\207\340\270\236\340\270\271\340\270\224\340\270\224\340\271\211\340\270\247\340\270\242-ThaiserDataset.json"
rename to "_next/data/8Svqkuv7Is15opn2UcCBZ/2021/010-\340\270\201\340\270\262\340\270\243\340\270\243\340\270\271\340\271\211\340\270\210\340\270\263\340\270\255\340\270\262\340\270\243\340\270\241\340\270\223\340\271\214\340\271\200\340\270\252\340\270\265\340\270\242\340\270\207\340\270\236\340\270\271\340\270\224\340\270\224\340\271\211\340\270\247\340\270\242-ThaiserDataset.json"
diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/011-\340\271\201\340\270\232\340\270\232\340\270\210\340\270\263\340\270\245\340\270\255\340\270\207\340\270\201\340\270\262\340\270\243\340\270\227\340\270\263\340\270\231\340\270\262\340\270\242\340\270\234\340\270\245\340\270\234\340\270\245\340\270\264\340\270\225\340\270\202\340\270\255\340\270\207\340\270\236\340\270\267\340\270\212\340\271\200\340\270\250\340\270\243\340\270\251\340\270\220\340\270\201\340\270\264\340\270\210-\340\271\202\340\270\224\340\270\242\340\271\203\340\270\212\340\271\211\340\271\200\340\270\227\340\270\204\340\270\231\340\270\264\340\270\204-Machine-Learning.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/011-\340\271\201\340\270\232\340\270\232\340\270\210\340\270\263\340\270\245\340\270\255\340\270\207\340\270\201\340\270\262\340\270\243\340\270\227\340\270\263\340\270\231\340\270\262\340\270\242\340\270\234\340\270\245\340\270\234\340\270\245\340\270\264\340\270\225\340\270\202\340\270\255\340\270\207\340\270\236\340\270\267\340\270\212\340\271\200\340\270\250\340\270\243\340\270\251\340\270\220\340\270\201\340\270\264\340\270\210-\340\271\202\340\270\224\340\270\242\340\271\203\340\270\212\340\271\211\340\271\200\340\270\227\340\270\204\340\270\231\340\270\264\340\270\204-Machine-Learning.json"
similarity index 100%
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/014-Machine-Learning-for-Alzheimer's-Detection-from-MRI-Images.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/014-Machine-Learning-for-Alzheimer's-Detection-from-MRI-Images.json
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diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/015-Image-Captioning-in-Thai-AI-\340\270\212\340\271\210\340\270\247\340\270\242\340\270\234\340\270\271\340\271\211\340\270\236\340\270\264\340\270\201\340\270\262\340\270\243\340\270\227\340\270\262\340\270\207\340\270\252\340\270\262\340\270\242\340\270\225\340\270\262.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/015-Image-Captioning-in-Thai-AI-\340\270\212\340\271\210\340\270\247\340\270\242\340\270\234\340\270\271\340\271\211\340\270\236\340\270\264\340\270\201\340\270\262\340\270\243\340\270\227\340\270\262\340\270\207\340\270\252\340\270\262\340\270\242\340\270\225\340\270\262.json"
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diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/016-STONK-\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245\340\270\227\340\270\263\340\270\231\340\270\262\340\270\242\340\270\243\340\270\262\340\270\204\340\270\262\340\270\253\340\270\270\340\271\211\340\270\231\340\271\202\340\270\224\340\270\242\340\271\203\340\270\212\340\271\211-machine-learning.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/016-STONK-\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245\340\270\227\340\270\263\340\270\231\340\270\262\340\270\242\340\270\243\340\270\262\340\270\204\340\270\262\340\270\253\340\270\270\340\271\211\340\270\231\340\271\202\340\270\224\340\270\242\340\271\203\340\270\212\340\271\211-machine-learning.json"
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diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/019-\340\270\227\340\270\263\340\270\231\340\270\262\340\270\242\340\270\234\340\270\245\340\270\232\340\270\255\340\270\245\340\270\242\340\270\261\340\270\207\340\271\204\340\270\207\340\271\203\340\270\253\340\271\211\340\271\201\340\270\241\340\271\210\340\270\231\340\270\213\340\270\260\340\270\242\340\270\264\340\271\210\340\270\207\340\270\201\340\270\247\340\271\210\340\270\262\340\270\253\340\270\241\340\270\266\340\270\201\340\270\236\340\270\255\340\270\245.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/019-\340\270\227\340\270\263\340\270\231\340\270\262\340\270\242\340\270\234\340\270\245\340\270\232\340\270\255\340\270\245\340\270\242\340\270\261\340\270\207\340\271\204\340\270\207\340\271\203\340\270\253\340\271\211\340\271\201\340\270\241\340\271\210\340\270\231\340\270\213\340\270\260\340\270\242\340\270\264\340\271\210\340\270\207\340\270\201\340\270\247\340\271\210\340\270\262\340\270\253\340\270\241\340\270\266\340\270\201\340\270\236\340\270\255\340\270\245.json"
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2021/020-TH-National-Document-OCR-(THNDOCR).json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2021/020-TH-National-Document-OCR-(THNDOCR).json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/A-Lip-Reader.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/A-Lip-Reader.json
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diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/AI-\340\271\201\340\270\242\340\270\201\340\271\201\340\270\242\340\270\260\340\271\201\340\270\241\340\270\207\340\270\224\340\270\262\340\270\210\340\270\262\340\270\231-\340\270\201\340\270\261\340\270\232-\340\271\201\340\270\241\340\270\207\340\270\224\340\270\262\340\270\226\340\271\211\340\270\247\340\270\242.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/AI-\340\271\201\340\270\242\340\270\201\340\271\201\340\270\242\340\270\260\340\271\201\340\270\241\340\270\207\340\270\224\340\270\262\340\270\210\340\270\262\340\270\231-\340\270\201\340\270\261\340\270\232-\340\271\201\340\270\241\340\270\207\340\270\224\340\270\262\340\270\226\340\271\211\340\270\247\340\270\242.json"
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/American-Sign-Language.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/American-Sign-Language.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Auto-Lyric-Recognizer.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Auto-Lyric-Recognizer.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Automatic-E2E-Thai-Question-Generation-with-MT5.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Automatic-E2E-Thai-Question-Generation-with-MT5.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/BACK-(Blind-All-Can-Know)---Action-Captioning-for-Blinds.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/BACK-(Blind-All-Can-Know)---Action-Captioning-for-Blinds.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Brain-Tumor-Segmentation-using-SegResNet.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Brain-Tumor-Segmentation-using-SegResNet.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Cactus-Classification-with-Fastai.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Cactus-Classification-with-Fastai.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Chaos-EDM-Generating-EDM-Song-with-VAE-(Variational-Autoencoder)-Spectrogram.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Chaos-EDM-Generating-EDM-Song-with-VAE-(Variational-Autoencoder)-Spectrogram.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Classical-Music-Generator.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Classical-Music-Generator.json
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diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Crossec--\340\270\243\340\270\260\340\270\232\340\270\232\340\270\252\340\271\210\340\270\207\340\271\200\340\270\252\340\270\243\340\270\264\340\270\241\340\270\201\340\270\262\340\270\243\340\270\227\340\270\263\340\270\233\340\270\217\340\270\264\340\270\232\340\270\261\340\270\225\340\270\264\340\270\201\340\270\262\340\270\243\340\271\200\340\270\231\340\270\267\340\271\211\340\270\255\340\271\200\340\270\242\340\270\267\340\271\210\340\270\255\340\270\236\340\270\267\340\270\212\340\270\224\340\271\211\340\270\247\340\270\242\340\270\233\340\270\261\340\270\215\340\270\215\340\270\262\340\270\233\340\270\243\340\270\260\340\270\224\340\270\264\340\270\251\340\270\220\340\271\214.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Crossec--\340\270\243\340\270\260\340\270\232\340\270\232\340\270\252\340\271\210\340\270\207\340\271\200\340\270\252\340\270\243\340\270\264\340\270\241\340\270\201\340\270\262\340\270\243\340\270\227\340\270\263\340\270\233\340\270\217\340\270\264\340\270\232\340\270\261\340\270\225\340\270\264\340\270\201\340\270\262\340\270\243\340\271\200\340\270\231\340\270\267\340\271\211\340\270\255\340\271\200\340\270\242\340\270\267\340\271\210\340\270\255\340\270\236\340\270\267\340\270\212\340\270\224\340\271\211\340\270\247\340\270\242\340\270\233\340\270\261\340\270\215\340\270\215\340\270\262\340\270\233\340\270\243\340\270\260\340\270\224\340\270\264\340\270\251\340\270\220\340\271\214.json"
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rename to "_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Crossec--\340\270\243\340\270\260\340\270\232\340\270\232\340\270\252\340\271\210\340\270\207\340\271\200\340\270\252\340\270\243\340\270\264\340\270\241\340\270\201\340\270\262\340\270\243\340\270\227\340\270\263\340\270\233\340\270\217\340\270\264\340\270\232\340\270\261\340\270\225\340\270\264\340\270\201\340\270\262\340\270\243\340\271\200\340\270\231\340\270\267\340\271\211\340\270\255\340\271\200\340\270\242\340\270\267\340\271\210\340\270\255\340\270\236\340\270\267\340\270\212\340\270\224\340\271\211\340\270\247\340\270\242\340\270\233\340\270\261\340\270\215\340\270\215\340\270\262\340\270\233\340\270\243\340\270\260\340\270\224\340\270\264\340\270\251\340\270\220\340\271\214.json"
diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Debunker-ML-\340\270\225\340\270\243\340\270\247\340\270\210\340\270\210\340\270\261\340\270\232\340\270\202\340\271\210\340\270\262\340\270\247\340\270\245\340\270\247\340\270\207.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Debunker-ML-\340\270\225\340\270\243\340\270\247\340\270\210\340\270\210\340\270\261\340\270\232\340\270\202\340\271\210\340\270\262\340\270\247\340\270\245\340\270\247\340\270\207.json"
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Detect-and-collect-COVID-19-data-more-faster-by-using-ATK-OCR-Classification-(AOC)-model.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Detect-and-collect-COVID-19-data-more-faster-by-using-ATK-OCR-Classification-(AOC)-model.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Edge-to-Face-Drawing-Realistic-Faces-from-Canny-Edges.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Edge-to-Face-Drawing-Realistic-Faces-from-Canny-Edges.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Emotion-Detection-from-Facial-Micro-experessions.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Emotion-Detection-from-Facial-Micro-experessions.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Fake-Product-Detection-on-Online-Retail.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Fake-Product-Detection-on-Online-Retail.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Find-Water-from-Satellite-Images-Using-U-Net-Image-Segmentation-with-Pytorch.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Find-Water-from-Satellite-Images-Using-U-Net-Image-Segmentation-with-Pytorch.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Food-Ingredients-Label-Reader-for-Food-Allergy.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Food-Ingredients-Label-Reader-for-Food-Allergy.json
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diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/GANime-FullBody-\340\270\247\340\270\262\340\270\224\340\270\243\340\270\271\340\270\233\340\270\225\340\270\261\340\270\247\340\270\245\340\270\260\340\270\204\340\270\243\340\270\255\340\270\231\340\270\264\340\271\200\340\270\241\340\270\260(\340\270\252\340\270\262\340\270\247\340\271\206)\340\271\201\340\270\232\340\270\232\340\271\200\340\270\225\340\271\207\340\270\241\340\270\225\340\270\261\340\270\247-\340\270\224\340\271\211\340\270\247\340\270\242-Deep-Learning.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/GANime-FullBody-\340\270\247\340\270\262\340\270\224\340\270\243\340\270\271\340\270\233\340\270\225\340\270\261\340\270\247\340\270\245\340\270\260\340\270\204\340\270\243\340\270\255\340\270\231\340\270\264\340\271\200\340\270\241\340\270\260(\340\270\252\340\270\262\340\270\247\340\271\206)\340\271\201\340\270\232\340\270\232\340\271\200\340\270\225\340\271\207\340\270\241\340\270\225\340\270\261\340\270\247-\340\270\224\340\271\211\340\270\247\340\270\242-Deep-Learning.json"
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rename to "_next/data/8Svqkuv7Is15opn2UcCBZ/2022/GANime-FullBody-\340\270\247\340\270\262\340\270\224\340\270\243\340\270\271\340\270\233\340\270\225\340\270\261\340\270\247\340\270\245\340\270\260\340\270\204\340\270\243\340\270\255\340\270\231\340\270\264\340\271\200\340\270\241\340\270\260(\340\270\252\340\270\262\340\270\247\340\271\206)\340\271\201\340\270\232\340\270\232\340\271\200\340\270\225\340\271\207\340\270\241\340\270\225\340\270\261\340\270\247-\340\270\224\340\271\211\340\270\247\340\270\242-Deep-Learning.json"
diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Game-Recommendation-by-using-Neural-Network-Embeddings.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Game-Recommendation-by-using-Neural-Network-Embeddings.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Garbage-Detection-with-Tensorflow-Lite.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Garbage-Detection-with-Tensorflow-Lite.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Image-Transfer-Day-to-Night-and-Night-to-Day.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Image-Transfer-Day-to-Night-and-Night-to-Day.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Is-that-a-Supra.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Is-that-a-Supra.json
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diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Lamiaceae-Classification-\340\271\201\340\270\242\340\270\201\340\270\236\340\270\267\340\270\212\340\270\247\340\270\207\340\270\250\340\271\214\340\270\201\340\270\260\340\271\200\340\270\236\340\270\243\340\270\262-3-\340\270\212\340\270\231\340\270\264\340\270\224.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Lamiaceae-Classification-\340\271\201\340\270\242\340\270\201\340\270\236\340\270\267\340\270\212\340\270\247\340\270\207\340\270\250\340\271\214\340\270\201\340\270\260\340\271\200\340\270\236\340\270\243\340\270\262-3-\340\270\212\340\270\231\340\270\264\340\270\224.json"
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rename to "_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Lamiaceae-Classification-\340\271\201\340\270\242\340\270\201\340\270\236\340\270\267\340\270\212\340\270\247\340\270\207\340\270\250\340\271\214\340\270\201\340\270\260\340\271\200\340\270\236\340\270\243\340\270\262-3-\340\270\212\340\270\231\340\270\264\340\270\224.json"
diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Learn-Chinese-Faster-by-Using-Handwritten-Chinese-Character-Recognition-(HCCR).json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Learn-Chinese-Faster-by-Using-Handwritten-Chinese-Character-Recognition-(HCCR).json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Microplastic-detection-and-collect-statistical-tebular-data..json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Microplastic-detection-and-collect-statistical-tebular-data..json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Music-Recognition.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Music-Recognition.json
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diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/My-Little-HR-\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245\340\270\233\340\270\243\340\270\260\340\271\200\340\270\241\340\270\264\340\270\231\340\271\200\340\270\207\340\270\264\340\270\231\340\271\200\340\270\224\340\270\267\340\270\255\340\270\231\340\270\255\340\270\262\340\270\212\340\270\265\340\270\236\340\270\252\340\270\262\340\270\242-IT-\340\271\203\340\270\231\340\270\233\340\270\243\340\270\260\340\271\200\340\270\227\340\270\250\340\271\204\340\270\227\340\270\242.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/My-Little-HR-\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245\340\270\233\340\270\243\340\270\260\340\271\200\340\270\241\340\270\264\340\270\231\340\271\200\340\270\207\340\270\264\340\270\231\340\271\200\340\270\224\340\270\267\340\270\255\340\270\231\340\270\255\340\270\262\340\270\212\340\270\265\340\270\236\340\270\252\340\270\262\340\270\242-IT-\340\271\203\340\270\231\340\270\233\340\270\243\340\270\260\340\271\200\340\270\227\340\270\250\340\271\204\340\270\227\340\270\242.json"
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rename to "_next/data/8Svqkuv7Is15opn2UcCBZ/2022/My-Little-HR-\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245\340\270\233\340\270\243\340\270\260\340\271\200\340\270\241\340\270\264\340\270\231\340\271\200\340\270\207\340\270\264\340\270\231\340\271\200\340\270\224\340\270\267\340\270\255\340\270\231\340\270\255\340\270\262\340\270\212\340\270\265\340\270\236\340\270\252\340\270\262\340\270\242-IT-\340\271\203\340\270\231\340\270\233\340\270\243\340\270\260\340\271\200\340\270\227\340\270\250\340\271\204\340\270\227\340\270\242.json"
diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/NLP-for-genre-predictions-on-FFnet-an-antithesis-to-utilitarianism.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/NLP-for-genre-predictions-on-FFnet-an-antithesis-to-utilitarianism.json
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diff --git a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Object-Detection-in-White-Blood-Cells-for-Leukemia.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Object-Detection-in-White-Blood-Cells-for-Leukemia.json
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diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/Obstacle-Detection-for-Blind-people-\340\270\212\340\271\210\340\270\247\340\270\242\340\271\200\340\270\253\340\270\245\340\270\267\340\270\255\340\270\234\340\270\271\340\271\211\340\270\236\340\270\264\340\270\201\340\270\262\340\270\243\340\270\227\340\270\262\340\270\207\340\270\252\340\270\262\340\270\242\340\270\225\340\270\262\340\270\224\340\271\211\340\270\247\340\270\242-Deep-Learning.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/Obstacle-Detection-for-Blind-people-\340\270\212\340\271\210\340\270\247\340\270\242\340\271\200\340\270\253\340\270\245\340\270\267\340\270\255\340\270\234\340\270\271\340\271\211\340\270\236\340\270\264\340\270\201\340\270\262\340\270\243\340\270\227\340\270\262\340\270\207\340\270\252\340\270\262\340\270\242\340\270\225\340\270\262\340\270\224\340\271\211\340\270\247\340\270\242-Deep-Learning.json"
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diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/TextDoe-\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245\340\270\210\340\270\263\340\271\201\340\270\231\340\270\201\340\271\201\340\270\247\340\270\224\340\270\247\340\270\207\340\270\232\340\270\227\340\270\204\340\270\247\340\270\262\340\270\241\340\270\252\340\270\264\340\271\210\340\270\207\340\270\236\340\270\264\340\270\241\340\270\236\340\271\214.json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/TextDoe-\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245\340\270\210\340\270\263\340\271\201\340\270\231\340\270\201\340\271\201\340\270\247\340\270\224\340\270\247\340\270\207\340\270\232\340\270\227\340\270\204\340\270\247\340\270\262\340\270\241\340\270\252\340\270\264\340\271\210\340\270\207\340\270\236\340\270\264\340\270\241\340\270\236\340\271\214.json"
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diff --git "a/_next/data/P1wceHoGgr6TnuCfa06o0/2022/\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245-CNN-\340\270\252\340\270\263\340\270\253\340\270\243\340\270\261\340\270\232\340\270\201\340\270\262\340\270\243\340\270\210\340\270\263\340\271\201\340\270\231\340\270\201\340\270\252\340\270\261\340\270\215\340\270\215\340\270\262\340\270\223\340\270\252\340\270\241\340\270\255\340\270\207\340\271\203\340\270\231\340\270\243\340\270\260\340\270\232\340\270\232-SSVEP-BCI-\340\270\252\340\270\263\340\270\253\340\270\243\340\270\261\340\270\232\340\271\204\340\270\241\340\271\200\340\270\201\340\270\243\340\270\231-(A-CNN-for-Classification-Task-in-SSVEP-BCI-for-Migraine).json" "b/_next/data/8Svqkuv7Is15opn2UcCBZ/2022/\340\271\202\340\270\241\340\271\200\340\270\224\340\270\245-CNN-\340\270\252\340\270\263\340\270\253\340\270\243\340\270\261\340\270\232\340\270\201\340\270\262\340\270\243\340\270\210\340\270\263\340\271\201\340\270\231\340\270\201\340\270\252\340\270\261\340\270\215\340\270\215\340\270\262\340\270\223\340\270\252\340\270\241\340\270\255\340\270\207\340\271\203\340\270\231\340\270\243\340\270\260\340\270\232\340\270\232-SSVEP-BCI-\340\270\252\340\270\263\340\270\253\340\270\243\340\270\261\340\270\232\340\271\204\340\270\241\340\271\200\340\270\201\340\270\243\340\270\231-(A-CNN-for-Classification-Task-in-SSVEP-BCI-for-Migraine).json"
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+{"pageProps":{"postData":{"id":"11-tharadon-jitsue","content":"\n\n\n- ใช้ Dataset จาก E-GMD โดยเลือก audio ที่มีการเล่นจังหวะ 8 beats เป็นหลัก ได้มาทั้งหมด 51 audios ความยาวรวมกันกว่า 2 ชั่วโมง\n- ทำการ sliced ออกเป็นจังหวะ 8 beats เลือก data ที่มีเสียงที่สมบูรณ์ ไม่มีการเล่น 16 beats (เพราะจะทำให้มี 2 เสียงใน 1 audio) หลังจากนั้นทำการ label ว่า sliced audio นั้นมีการเล่นกลองชิ้นไหนบ้าง\n- ใช้ librosa ในการแปลง audio เป็น mel spectrogram และแปลงด้วย Fast Fourier Transform (FFT)\n- จะสร้างโมเดล 5 โมเดลสำหรับแต่ละชิ้นกลอง เพื่อทำนายว่า audio นั้นมีชิ้นกลองชิ้นนั้นหรือไม่ และนำผลลัพท์จากทั้ง 5 โมเดลมารวมกันเป็นโน้ตกลอง\n- สำหรับ mel spectrogram ใช้โมเดล resnet50, mobilenet, และลองทำ custom cnn model สำหรับ FFT จะให้ข้อมูล tabular data จึงใช้โมเดล RandomForest และ XGBoost ผลคือ resnet50 และ mobilenet มีประสิทธิภาพสูงที่สุด\n- นำโมเดลที่ผ่านการเทรนแล้วไปทดลองใช้แกะเพลงจริง และทำการเทียบ accuracy และ process time กับมนุษย์\n- ทำการ Post-Processing สำหรับชิ้น hihat เนื่องจากเป็นชิ้นกลองที่มักจะมีเสียงเบาและถูกกลบเวลาเล่นในเพลงจริง ทำให้ accuracy สูงมากขึ้น\n- สิ่งที่จะนำไปพัฒนาต่อคือสอนให้โมเดลรู้จักกับจังหวะเงียบ และการแยกเสียงจริงกับเสียง echo\n\n\n### แรงจูงในในการเข้าร่วมโครงการ (จากใบสมัครเข้าร่วมเมื่อ 10 สัปดาห์ที่แล้ว)\n\n> ตอนนี้ผมเรียนอยู่มหิดลวิทยานุสรณ์ ชั้น ม.5 ผมมีความฝันที่อยากจะไปเรียนต่อด้าน computer science ที่ nus สิงคโปร์ และอยากจบมาเป็น data scientist อยากทำ research ของตัวเองขึ้นมา ผมมีความสามารถด้านคณิตศาสตร์มาตั้งแต่เด็ก เมื่อขึ้นม.ต้นจึงได้ลองเรียน coding ด้วย python และพบว่าด้วยความรู้ด้าน math ที่สะสมมาทำให้ผมสามารถเรียนรู้ได้เร็ว เนื่องจากหัวใจหลัก ๆ ของ coding ก็อยู่ที่การคิด algorithm ตอนม.4 ได้เข้าร่วมค่าย data science ของ samsung และได้ลองทำ mini project ด้าน data analytics จึงค้นพบว่าการทำงานสายนี้เป็นสิ่งที่ผมชอบและสนุกกับมันจริง ๆ จากการเข้าค่ายนี้ทำให้ผมมีความเชี่ยวชาญในการใช้ python มากขึ้นในปัจจุบันนี้ผมอยากทำ project machine learning ผมได้ศึกษาความรู้ใน internet และลองทำตาม project end to end ใน youtube จึงพอมีพื้นฐานเกี่ยวกับการทำ ml ด้วยโมเดลต่าง ๆ แต่การเรียนใน youtube ก็เป็นแค่การใช้ data set ของคนอื่นแล้วก็ลองทำตามเฉย ๆผมเลยคิดว่าถ้าได้เริ่มทำ project ตั้งแต่ 0 เลย เริ่มตั้งแต่การคิดปัญหา การหาข้อมูล การ cleaning การทำ model จะทำให้ผมเรียนรู้อะไรหลาย ๆ อย่าง และภูมิใจกัน\n ","date":"31-7-24","title":"DrumScribe - แกะโน้ตกลองด้วย deep learning","builder":"ธราดล จิตซื่อ(ธีร์)","builder_info":"มหิดลวิทยานุสรณ์ / นครปฐม","thumbnail":"/images/2024/11/01.png","links":{"github":"https://github.com/tjitsue/DrumScribe-Project","facebook":"","blog":"https://medium.com/@tjitsue/drumscribe-development-of-a-machine-learning-model-to-automatically-transcribe-drum-audio-f753be6fe2b6"}}},"__N_SSG":true}
\ No newline at end of file
diff --git a/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/12-peemmaphat-sripongsai.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/12-peemmaphat-sripongsai.json
new file mode 100644
index 0000000..1c1c99c
--- /dev/null
+++ b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/12-peemmaphat-sripongsai.json
@@ -0,0 +1 @@
+{"pageProps":{"postData":{"id":"12-peemmaphat-sripongsai","content":"\n\n\n- โมเดลสร้าง spritesheet ใน openpose format จากข้อความ สำหรับ generate 2d character animation ด้วย stable diffusion และ LoRA\n- แรงบันดาลใจอยากจะสร้าง animation ให้กับตัวละคร 2D เพื่อให้ game developer ที่ไม่มี art skills สามารถสร้าง 2d character animation จากข้อความได้\n- dataset สร้างขึ้นเองจากการรวบรวมรูป spritesheet แล้วนำมา Pose Estimation + จัดท่าทางให้ถูกต้อง รวบรวมมาได้ทั้งหมด 400 samples\n- ตั้ง data condition ขนาด canvas = 300 x 900 และ มีจำนวน frames = 5 เพื่อให้ง่ายต่อการทดลอง\n- ทำการ fix bad data หากพบว่า data ที่เก็บมาไม่ตรงกับ condition ที่ตั้งไว้\n- preprocess โดยการ sort order ใหม่ด้วย nose keypoints และ remove z axis\n- ใช้ sentence transformer all-MiniLM-L6-v2 สำหรับ text embedding และ การเข้าใจ context ของประโยค\n- ทดลองกับ model หลายแบบเพื่อหา architecture ที่ perform ได้ดีที่สุดตั้งแต่ Neural network ธรรมดา, CNN, RNN, LSTM และ modify T5 Transformer\n- ใช้ MAE เป็น metrics เทียบ keypoints ระหว่าง ground truth กับ predicted\n- LSTM perform ได้ดีที่สุดบน test set ซึ่งเป็น unseen data โดยได้ค่า MAE เฉลี่ยที่ 20.756538\n- Baseline ให้ผู้คนทำ form โดยใช้ Likert Scale เทียบกันระหว่าง ground truth และ predicted และ เทียบ performances กับวิธีการสร้าง openpose spritesheet ในปัจจุบัน\n- model สามารถ generate ท่าง่ายๆได้ แต่ยังไม่สามารถ generate ท่าที่มีความซับซ้อนได้\n- ต้องการ data ที่มากกว่านี้ รวมถึงจำนวน frames และ diversity ของท่าทางมากกว่านี้\n- อาจจะลองวิธีใหม่ๆ เช่น การแปลง keypoints ในแต่ละ frames เป็น discrete tokens ด้วย VQ-VAE และ ลอง model อื่นๆ อย่าง Seq2Seq model และ Autoregressive model\n\n### แรงจูงในในการเข้าร่วมโครงการ (จากใบสมัครเข้าร่วมเมื่อ 10 สัปดาห์ที่แล้ว)\n\n> ผมสนใจคอมพิวเตอร์มาตั้งแต่เด็กๆ และผมก็เขียนโปรแกรมตั้งแต่ ม.ต้น จนผมเรียนรู้ด้วยตัวเองและมีความรู้ความสามารถในด้านการพัฒนา fullstack app และ game dev เคยแข่งโครงงานระดับประเทศ ได้รับรางวัลแข่ง nsc และพัฒนา project มามากมาย ผมมีความฝันที่จะพัฒนาสังคมให้ดีขึ้นด้วยความสามารถด้านเทคโนโลยีของผม และ ช่วงนี้อยู่ในช่วงที่ผมพึ่งจบ ม.6 มาพอดี และกำลังจะขึ้นมหาวิทยาลัย ซึ่งกว่ามหาวิทยาลัยของผมจะเปิดก็เดือนสิงหาคม ผมจึงอยากที่จะใช้เวลาของผมในการเรียนรู้สิ่งใหม่ๆ นั้นก็คือสาย ai เพราะเป็นสายที่ผมรู้สึกว่าผมยังเชี่ยวชาญน้อยที่สุดหากเทียบกับ fullstack และ game dev ที่ผมค่อนข้างมั่นใจใน skill ของผม ผมเคยทำ project เกี่ยวกับ machine learning มาบ้าง เช่น image classification ด้วย convolution neural network แต่ก็รู้สึกว่ายังไม่ได้เข้าใจอย่าง\"ถ่องแท้\" ถ้าเทียบสองสายก่อนหน้านี้ที่ผมทำ ที่ผมทำอย่างมากก็สร้าง model neural network ด้วย tensorflow แต่ทำไม connected layer ถึงมีจำนวนเท่านี้ ทำไมต้องใช้ loss functionนี้ ทำไม activation function ต้องใช้อันนี้ และทำไม optimizer ต้องเป็น adam สิ่งเหล่านี้คือสิ่งที่ผมยังไม่เข้าใจ ผมจึงเลยอยากจะเข้าร่วมโครงการนี้เพื่อเรียนรู้ในสายของ data science และ \n ","date":"31-7-24","title":"PoseCrafts: สร้าง 2D Characters Animation Spritesheet ใน Openpose format จาก ข้อความ","builder":"ภีมพัฒน์ ศรีผ่องใส(ภีม)","builder_info":"หล่มสักวิทยาคม / เพชรบูรณ์","thumbnail":"/images/2024/12/01.png","links":{"github":"https://github.com/SupeemAFK/PoseCrafts","facebook":"","blog":"https://medium.com/@Supeem/posecrafts-transforming-text-into-dynamic-2d-characters-with-openpose-594861900be6"}}},"__N_SSG":true}
\ No newline at end of file
diff --git a/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/13-pawan-jakkaew.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/13-pawan-jakkaew.json
new file mode 100644
index 0000000..ea8d310
--- /dev/null
+++ b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/13-pawan-jakkaew.json
@@ -0,0 +1 @@
+{"pageProps":{"postData":{"id":"13-pawan-jakkaew","content":"\n\n\n-เป็นการใช้ Machine Learning เพื่อสร้าง Ai ในการแยกความผิดปรกติของโรคทางสายตาจากภาพถ่ายจอประสาทตา หรือเรียกว่า Ocular Disease Intelligent Recognition (ODIR)\n-โดย dataset ที่นำมาใช้ในครั้งนี้มาจาก kaggle โดยเป็นข้อมูลของโรงพยาบาลหลายๆแห่งในประเทศจีน โดยมีข้อมูลโดยรวมอยู่ประมาณ 6,000 ตัวอย่าง\n-ในครั้งนี้ ได้เลือกใช้ model vit ในการนำมาเทรน ซึ่งผลลัพธ์โดยรวมคือสามารถแยกโรคต่างๆได้ตรง ซึ่งอยู่ที่ประมาณ 0.88\n-ในส่วนของการแยกทดสอบรูปภาพแต่ละคลาสนั้นโมเดลสามารถตรวจจับความแม่นยำได้ถึง 98%\n-ในส่วนของความผิดพลาด ตัวโมเดลนี้อาจจะยังไม่สามารถแยกภาพถ่ายที่ถูกย้อมสีมาได้ หรือแยกได้ยาก ซึ่งน่าจะเป็นผลมาจาก ข้อมูลที่มีไม่มากพอและความชัดของข้อมูลร่วมด้วย\n\n### แรงจูงในในการเข้าร่วมโครงการ (จากใบสมัครเข้าร่วมเมื่อ 10 สัปดาห์ที่แล้ว)\n\n> ดิฉันคิดว่าโครงงานนี้จะช่วยพัฒนาทักษะต่างๆก็ดิฉันได้ดีมากยิ่งขึ้น อีกทั้งโครงงานนี้ยังเป็นโครงการที่มีเป้าหมายของโครงการตรงกับความสนใจของดิฉันอีกด้วย ดิฉันคิดว่าโครงงานนอกจากจะชวนพัฒนาตัวดิฉันเองแล้วนั้น โครงการนี้ก็เป็ฯโครงการที่ได้รับการยอมรับจากหลายๆมหาลัยอีกด้วย ดิฉันจึงมีความคิดที่จะทุ่มเทความสามารถ เพื่อที่จะทำทุกๆโครงงานที่เกิดขึ้นในโครงการนี้อย่างดีที่สุด\n ","date":"31-7-24","title":"Ocular Disease Intelligent Recognition (ODIR)13","builder":"ปวรรณ จักรแก้ว(แตงโม)","builder_info":"สตรีวิทยา / กรุงเทพมหานคร","thumbnail":"/images/2024/13/01.png","links":{"github":"https://github.com/ppawanktm/Ai-builder-2024","facebook":"","blog":"https://medium.com/@pawanjakkaew24/ocular-disease-intelligent-recognition-odir-f52837a54464"}}},"__N_SSG":true}
\ No newline at end of file
diff --git a/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/14-ratchakrit-mojomsin.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/14-ratchakrit-mojomsin.json
new file mode 100644
index 0000000..206a0e7
--- /dev/null
+++ b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/14-ratchakrit-mojomsin.json
@@ -0,0 +1 @@
+{"pageProps":{"postData":{"id":"14-ratchakrit-mojomsin","content":"\n\n\n- ด้วยปัญหาความสะเพร่าในการตรวจจับสิ่งผิดปกติจากภาพกล้องวงจรปิดในปัจจุบัน การแก้ปัญหาด้วยการทำ Machine Learning model เพื่อให้การจำแนกเหตุการณ์ผิดปกติต่าง ๆ นั้นทำได้ง่ายและแม่นยำยิ่งขึ้น\n- รวบรวมข้อมูลจากชุดข้อมูล “Real Time Anomaly Detection in CCTV Surveillance” บนเว็บไซต์ kaggle โดยจะคัดเลือกจากเหตุการณ์ที่พบเจอได้บ่อยครั้ง\n- Clean Data ด้วยการสุ่มตัวอย่าง frame จากแต่ละช่วงของวิดีโอในจำนวนที่เท่ากันและนำมาประกอบกันหรือ Data Sampling เพื่อให้แต่ละไฟล์วิดีโอมีขนาดที่เท่ากัน แต่ยังคงสาระสำคัญที่เราต้องการไว้\n- เลือกใช้ Pre-trained model อย่าง ViViT มา fine-tune กับชุดข้อมูลที่เก็บรวบรวมมาโดยได้ผล Accuracy อยู่ที่ 95% และ F1 Score ประมาณ 0.94\n- ใช้ Streamlit ในการทำ Web application และ Deploy โมเดลที่สามารถ Classification วิดีโอจากกล้องวงจรปิดได้\n- จากแบบทดสอบการจำแนกเหตุการณ์จากภาพกล้องวงจรปิด เมื่อนำรูปภาพในแบบทดสอบให้ตัวโมเดล Machine Learning ที่มีความแม่นยำ 95% ทำนายผลแล้ว ปรากฎว่าตัวโมเดลนั้นทำนายเหตุการณ์ได้ถูกหมดในทุก ๆ ข้อ\n\n### แรงจูงในในการเข้าร่วมโครงการ (จากใบสมัครเข้าร่วมเมื่อ 10 สัปดาห์ที่แล้ว)\n\n> ผมเป็นนักเรียนโครงการห้องเรียน พสวท. (สู่ความเป็นเลิศ) ศูนย์โรงเรียนยุพราชวิทยาลัย จังหวัดเชียงใหม่ ผมมีความสนใจทำโครงงานที่มีการประยุกต์ใช้ความรู้ทางคณิตศาสตร์และความรู้ทางเทคโนโลยีในการแก้ปัญหาในชีวิตประจำวัน หรือปัญหาในชุมชน ที่สามารถนำไปใช้แก้ปัญหาได้จริง จากข่าวสารและการสำรวจพื้นที่จริง จากเหตุผลดังกล่าวทำให้ผมมีความสนใจในการเข้าร่วมโครงการ ai builders เพื่อสร้างผลงานโดยใช้เทคนิคทางด้านวิทยาศาสตร์ข้อมูล (data science) และปัญญาประดิษฐ์ (artificial intelligence)\n ","date":"31-7-24","title":"CCTV Anomaly Detection","builder":"รัชกฤช โมจมสิน(โอ๊ค)","builder_info":"ยุพราชวิทยาลัย / เชียงใหม่","thumbnail":"/images/2024/14/01.png","links":{"github":"https://github.com/ratchy-oak/CCTV_Anomaly_Detection","facebook":"","blog":"https://medium.com/@ratchy-oak/%EF%B8%8F-%EF%B8%8F-cctv-anomaly-detection-1545f7bbbe93"}}},"__N_SSG":true}
\ No newline at end of file
diff --git a/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/2-ananya-kanaraksanti.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/2-ananya-kanaraksanti.json
new file mode 100644
index 0000000..13d9877
--- /dev/null
+++ b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/2-ananya-kanaraksanti.json
@@ -0,0 +1 @@
+{"pageProps":{"postData":{"id":"2-ananya-kanaraksanti","content":"\n\n\n- จำแนกประเภทแผลที่พบได้ในการใช้ความรุนแรงในครอบครัวตามประภทอาวุธที่ใช้และลักษณะการเกิดแผลเพื่อการคัดกรองเหยื่อที่เร็วและแม่นยำมากขึ้นแม้จะไม่ได้เป็นผู้เชี่ยวชาญ\n- เก็บชุดข้อมูลจาก Kaggle และ DuckDuckGo Image Search API ซึ่งภาพมี noise เยอะและคุณภาพไม่ดี หลังจากทำความสะอาดทำให้ได้ imbalanced dataset แบ่ง Training-validation-test split ที่ 80:10:10 และใช้ baseline model จากโมเดลบน kaggle\n- upsampling ข้อมูลก่อนนำเข้า augmentation เทรนด้วยสถาปัตยกรรม Resnet34 และใช้ weighted cross entropy loss ด้วย effective number of samples (ENS) มี accuracy อยู่ที่ 86% และ F1-score ที่ 83%\n- โมเดลค่อนข้าง sensitive กับการ crop และสัดส่วนของภาพ จึงเพิ่มการ crop ในขั้นตอน upsampling และ augmentation เทรนด้วยสถาปัตยกรรม Resnet50 ซึ่งสามารถ sensitivityจากการ crop ในบางภาพได้แต่การ crop ก็ยังคงส่งผลต่อการทำนายของโมเดลในบางภาพ\n- เมื่อทดสอบโมเดลบน testing set มี accuracy อยู่ที่ 82% และ F1-score ที่ 79% ซึ่งสูงกว่า baseline model แต่ยังคงต้องการ dataset ที่ใหญ่ขึ้นในการพัฒนาโมเดลและในอนาคตต้องการพัฒนาโมเดลให้สามารถระบุอาวุธที่ใช้จากภาพได้\n\n### แรงจูงในในการเข้าร่วมโครงการ (จากใบสมัครเข้าร่วมเมื่อ 10 สัปดาห์ที่แล้ว)\n\n> ตอนแรกได้รู้จัก ai builders ในปี 2022 เด็กคนนั้นที่เขียน python ได้บ้าง เข้ามาด้วยเหตุผลคล้าย ๆ กับคนอื่น ทั้งอยากจะเขียนโปรแกรมให้เก่งขึ้น อยากลองทำai เลยลองสมัครดู แต่ก็ติดอยู่คำถามที่ว่า “โครงงานที่อยากทำคืออะไร” ที่หาคำตอบไม่ได้ คำถามนี้ทำให้เรากลับมาคิดว่าเราจะเอาความสามารถที่เรามีไป ‘สร้าง’ อะไรกันแน่การไม่ผ่านการคัดเลือกในครั้งนั้นทำให้เรามองโลกต่างจากเดิม เห็นpain pointหลาย ๆ จุดที่เราไม่คิดว่ามันจะเป็นปัญหา ทำให้เราอยากเอาตัวเองเข้าไปแก้ปัญหาจุดนั้นจุดนี้ อยากจะเอาskillที่มีไปใส่ในแต่ละงานแน่นอนว่าการเก็บเกี่ยวและพัฒนาskillด้านaiของตัวเองเป็นเป้าหมายหนึ่งในการเข้าร่วมโครงการในปีนี้ การรับผิดชอบโปรเจกนึง การเรียนรู้ด้วยตัวเอง การเรียนรู้จากคนรอบข้าง ทั้งหมดเป็นเรื่องที่challengeสำหรับเรามาก ๆ และเราเชื่อว่ามันจะเป็นskillพื้นฐานที่ดีก่อนจะเข้าเป็นนักศึกษาวิศวกรรมศาสตร์คอมพิวเตอร์เต็มตัวในอีกไม่กี่เดือนข้างหน้าอีกความคาดหวังที่เชื่อว่าโครงการนี้จะตอบโจทย์เราได้ไม่แพ้กันและตัวเราเองก็ตอบโจทย์คืออยากเป็นอีกหนึ่งมุมมองที่จะหยิบยกหลาย ๆ ปัญหาที่ไม่ได้ถูกnoticeเท่าที่ควร แลกเปลี่ยนความเห็นกับทั้งเพื่อนค่ายและเมนเทอร์ เกิดเป็นshowcaseใหม่ ๆ ที่หลากหลายมากขึ้นและได้เป็นส่วนหนึ่งของ communityไม่ช้าก็เร็วเราเชื่อว่าตรงนี้จะเป็นจุดเริ่มต้นเล็ก ๆ\n ","date":"31-7-24","title":"Wound classification model","builder":"อนัญญา คณารักษ์สันติ(ไจไหม)","builder_info":"ดรุณสิกขาลัย (โครงการวมว.) / กรุงเทพมหานคร","thumbnail":"/images/2024/2/01.png","links":{"github":"https://github.com/ananyaknr/wound-classification","facebook":"","blog":"https://medium.com/@jaimai2006/wound-classification-3d89dee6d402"}}},"__N_SSG":true}
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diff --git a/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/3-nattavee-sunitsakul.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/3-nattavee-sunitsakul.json
new file mode 100644
index 0000000..4a9dd9a
--- /dev/null
+++ b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/3-nattavee-sunitsakul.json
@@ -0,0 +1 @@
+{"pageProps":{"postData":{"id":"3-nattavee-sunitsakul","content":"\n\n\n- โมเดลแนะนำว่าควรปลูกพืชอะไร โดยเน้นพืชเศรษฐกิจของไทย\n- สร้าง dataset จาก public data ของได้ ได้แก่ ข้อมูล soil series data จาก กรมพัฒนาที่ดิน ข้อมูลรายละเอียดของดิน จาก สำนักสำรวจดินและวิจัยทรัพยากรดิน และข้อมูลจากระบบการติดตามสถานการณ์เพาะปลูกพืชเศรษฐกิจในประเทศไทยจากข้อมูลดาวเทียม จาก GISTDA และนำมาสร้าง tabular data ด้วยการทำ grid และแบ่ง train valid test โดยใช้ spatial train valid test split\n- วัดผลโดยใช้ top-k accuracy matric\n- XGBoost, Catboost, และ KNN ทำออกมาได้ดีพอ ๆ กัน โดยได้ top-k accuracy score (k=1) อยู่ที่ 80.6%, 83.2%, และ 89.4%\n- เมื่อเทียบกับ Most Frequent Classตามผลเฉลยที่เป็นไปได้มากที่สุด top-k accuracy score (k=1) อยู่ที่ 58.7%\n\n### แรงจูงในในการเข้าร่วมโครงการ (จากใบสมัครเข้าร่วมเมื่อ 10 สัปดาห์ที่แล้ว)\n\n> ผมเห็นเพื่อนปีที่แล้วได้เข้าโครงการ ai builder แล้วบอกต่อมาว่าโครงการนี้ดีมาก ๆ สำหรับมาฝึกทำ ai ได้ทำ project ai จริง ๆ แล้วมีอาจารย์ที่ปรึกษาตัวตึงอีกหลาย ๆ ท่านค่อยให้คำปรึกษา ประกอบกับผมเองสนใจและอยากเรียนรู้เกี่ยวกับ ai มากยิ่งขึ้น ซึ่งผมคิดว่าค่าย ai builder จะช่วยสานฝันให้โปรเจค ai ที่ผมอยากทำทำได้จริง ๆ ครับ อีกทั้งช่วงที่ทางโครงการจัดยังเป็นช่วงปิดเทอมซึ่งเป็นช่วงเวลาที่ว่าง และอยากลงทุนกับการศึกษาเกี่ยวกับ ai เพิ่มเติมครับ\n ","date":"31-7-24","title":"Crop Recommendation System for Thai Economic Plants","builder":"ณัฐวีณ์ สุนิตย์สกุล( ตัง)","builder_info":"ดรุณสิกขาลัย (โครงการ kosen kmutt) / กรุงเทพมหานคร","thumbnail":"/images/2024/3/01.png","links":{"github":"https://medium.com/@tangnatta/%E0%B9%80%E0%B8%A3%E0%B8%B2%E0%B8%84%E0%B8%A7%E0%B8%A3%E0%B8%9B%E0%B8%A5%E0%B8%B9%E0%B8%81%E0%B8%AD%E0%B8%B0%E0%B9%84%E0%B8%A3%E0%B8%94%E0%B8%B5-w-summary-fa9d7661e138","facebook":"","blog":"https://medium.com/@tangnatta/%E0%B9%80%E0%B8%A3%E0%B8%B2%E0%B8%84%E0%B8%A7%E0%B8%A3%E0%B8%9B%E0%B8%A5%E0%B8%B9%E0%B8%81%E0%B8%AD%E0%B8%B0%E0%B9%84%E0%B8%A3%E0%B8%94%E0%B8%B5-w-summary-fa9d7661e138"}}},"__N_SSG":true}
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diff --git a/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/4-sittipark-kaewka.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/4-sittipark-kaewka.json
new file mode 100644
index 0000000..a2af167
--- /dev/null
+++ b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/4-sittipark-kaewka.json
@@ -0,0 +1 @@
+{"pageProps":{"postData":{"id":"4-sittipark-kaewka","content":"\n\n\n- โมเดลจำแนกรูปภาพแมงมุม 15 สายพันธุ์ที่พบเจอได้ในหลาย ๆ พื้นที่ทั้งในประเทศไทยและต่างประเทศ\n- วัดผลเทียบกับบุคคลทั่วไป รวมถึงผู้ที่พอมีความรู้ด้านแมงมุมจำนวน 20 คน ด้วย mini-validation set 15 รูป มีค่าเฉลี่ยที่ 46.33% และทำได้ดีที่สุด 73.33%\n- รวมรวมชุดข้อมูลจาก Kaggle รวมถึงหารูปภาพเองเพิ่มเติมจากแหล่งต่าง ๆ เช่น Facebook, YouTube แล้วมาคัดเลือกรูปภาพด้วยตนเอง โดยแบ่งออกเป็น train 85% และ test 15%\n- ทดสอบกับสถาปัตยกรรม GoogLeNet, ResNet34 และ VGG-19 พบว่า VGG-19 ได้ผลดีที่สุดที่ accuracy 91% บน test set\n- เทียบกับมนุษย์บน mini-validation set โมเดลทำได้ 92% เทียบกับมนุษย์ที่เก่งที่สุดที่ 73.33%\n\n### แรงจูงในในการเข้าร่วมโครงการ (จากใบสมัครเข้าร่วมเมื่อ 10 สัปดาห์ที่แล้ว)\n\n> ที่ผมอยากเข้าโครงการ al builders เพราะว่าผมอยากพัฒนาศักยภาพของตัวเองด้าน ai ครับ เผื่อมีบางเนื้อหาที่ผมยังไม่เข้าใจหรือบางส่วนที่ผมขาดตกบกพร่องไป ผมจะได้ใช้โอกาสที่ได้เข้าไปในโครงการ ai builders และตั้งใจเรียนรู้กับมัน นอกจากนี้ผมก็อยากฝึกทักษะการแก้ปัญหาด้วยครับ ผมรู้สึกว่ามันเป็นทักษะที่สำคัญในโลกยุคปัจจุบันมาก ๆ โดยผมรู้สึกสนใจในศาสตร์ด้านนี้มาตั้งแต่ช่วง ม.4 ครับ ผมเลยอยากเข้าโครงการนี้มาก ๆ ครับ ผมอยากจะพิสูจน์ตัวเองว่าผมก็สามารถพัฒนาตนเองให้เก่งขึ้นในด้าน ai ได้เหมือนกันคร้บ\n ","date":"31-7-24","title":"Spider Classification","builder":"สิทธิภาคย์ แก้วกา(ไออุ่น)","builder_info":"ราชวินิตบางแก้ว / สมุทรปราการ","thumbnail":"/images/2024/4/01.png","links":{"github":"https://github.com/Sittipark/Spider_Classification_AIB","facebook":"","blog":"https://medium.com/@kaewka1971/spider-classification-%E0%B9%81%E0%B8%A1%E0%B8%87%E0%B8%A1%E0%B8%B8%E0%B8%A1-15-%E0%B8%AA%E0%B8%B2%E0%B8%A2%E0%B8%9E%E0%B8%B1%E0%B8%99%E0%B8%98%E0%B8%B8%E0%B9%8C-%EF%B8%8F-2f67dc5c0b7b"}}},"__N_SSG":true}
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diff --git a/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/5-nontapat-auetrongjit.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/5-nontapat-auetrongjit.json
new file mode 100644
index 0000000..ec3e6f6
--- /dev/null
+++ b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/5-nontapat-auetrongjit.json
@@ -0,0 +1 @@
+{"pageProps":{"postData":{"id":"5-nontapat-auetrongjit","content":"\n\n\n- สร้างโมเดล Student Behavior Detector ช่วยแก้ปัญหาและเพิ่มประสิทธิภาพการเรียนรู้ของนักเรียน\n- การสร้าง Student Behavior Detector เป็นการใช้สถาปัตยกรรม YOLO หลักการคือ มันจะพยายาม rectangle object เหล่านั้นไว้ (โดยหาจุดกึ่งกลางของแต่ละ object แล้วค่อยครอบ box เอาไว้) และบอกออกมาว่าสิ่งนั้นคืออะไร โดยมี model พื้นฐานอยู่แล้วประมาณ 80 classes ที่ถูกเทรนเอาไว้ และสามารถบอกได้ด้วยว่าความน่าจะเป็นมีเท่าไหร่ จาก model ที่มี\n- ใช้ Dataset จาก SCB-dataset3-S แล้วนำมา split data อีกทีด้วยวิธี K-Fold Cross-Validation ได้ 5 Dataset ที่แตกต่างกัน\n- ในส่วนของการเทรนได้ทดลองใช้สถาปัตยกรรม YOLOv8x , YOLOv9e และ YOLOv10x\n-วัดผลโดยการประเมิน Precision ,Recall ,mAP50 ,mAP50-95\nโดยได้ผลออกมาคือ YOLOv9e ทำ performance ออกได้ดีที่สุดบน Test set คือ \n(fold0) Precision : 70.1 % ,Recall : 74.6% , mAP50 : 77.6 % , mAP50-95 : 60.5 %\n(fold2) Precision : 75.2% ,Recall : 70.5% , mAP50 : 77.4 % , mAP50-95 : 61.1 %\n(fold3) Precision : 72.2 % ,Recall : 73% , mAP50 : 77.8 % , mAP50-95 : 61.1 %\n ซึ่ง fold0 จะมีค่า Recall สูงสุด และ fold2 จะมีค่า Precision สูงสุด และ fold3 จะสมดุลระหว่าง Precision กับ Recall\n-เทียบกับ SCB-dataset3 ที่ train YOLOv7x ไว้ ค่า Precision Recall mAP50 และ mAP50-95 ของเราจะต่ำกว่าเล็กน้อยเนื่องจากเรา split data ทำให้จำนวน train data น้อยลง แต่จะทำให้สามารถมั่นใจได้ว่า โมเดลของเราจะทำงานมีประสิทธิภาพประมาณนี้กับข้อมูลที่ไม่เคยเห็นมาก่อน \n-จาการวิเคราะห์ข้อผิดพลาดของตัว Student Behavior Detector พบว่าโมเดลมักทำนายไม่แม่นย่ำเมื่อเจอ class writting ซึ่งคาดว่าน่าจะมาจากจำนวน data class writting นั้นมีน้อยกว่า class อื่นๆ และพบว่า model ชอบทายวงที่ background อยู่ คาดว่าจำนวน data นั้นน้อยเกินไป\n\n\n### แรงจูงในในการเข้าร่วมโครงการ (จากใบสมัครเข้าร่วมเมื่อ 10 สัปดาห์ที่แล้ว)\n\n> ผมสนใจค่ายนี้เป็นอย่างมากครับ เมื่อปีที่แล้วผมก็สมัครเข้าโครงการแต่ไม่ได้รับคัดเลือกเข้าโครงการ เนื่องจากมีเวลาเตรียมตัวน้อยติดช่วงสอบปลายภาคยังบริหารเวลาได้ไม่ดี แต่ครั้งนี้ผมตั้งใจเต็มที่ที่จะมาเข้าค่ายให้ได้ เนื่องจากผมอยากมีความรู้เพิ่มเติมในการทำ senior project ก่อนจบมัธยมศึกษาตอนปลาย ผมอยากได้ทั้งความรู้ คำแนะนำและอาจารย์ที่ปรึกษามาช่วยแนะนำโครงการที่เกี่ยวกับ ai facial recognition ไม่เพียงแต่สร้างโปรแกรมได้ แต่ต้องการต่อยอดไปเป็นระบบการเช็คชื่อเข้าเรียนในโรงเรียนของผมด้วยครับ ซึ่งที่ รร. ของผมยังไม่มีผู้เชี่ยวชาญที่จะให้คำแนะนำในเรื่องนี้และช่วงปิดเทอมนี้ผมต้องทำ senior project เกี่ยวกับ ai ที่ผมสนใจให้สำเร็จภายในเดือน ส.ค นี้ ผมหวังเป็นอย่างยิ่งว่าทางสถาบันฯจะให้โอกาสผมได้เข้าไปเรียนรู้กับอาจารย์ผู้ทรงคุณวุฒิ และได้รับคำปรึกษาจากการเข้าค่ายครั้งนี้ครับ และผมสัญญาว่าจะเอาความรู้ความสามารถไปแบ่งปันประสบการณ์ให้กับเพื่อนๆ น้องๆ ที่ รร. เพื่อต่อยอดในการประดิษฐ์ ai ใหม่ๆ ในอนาคตครับ นอกจากนี้ผมเองก็สนใจด้าน ai เป็นอย่างมาก และตั้งเป้าหมายที่จะเรียนและทำงานด้านนี้ เพื่อทำให้คนไทยได้มีโอกาสพัฒนา นวัตกรรมใหม่ๆให้กับคนไทย ผมภูมิใจที่ได้ทราบว่าประเทศไทยมี thailand digital valley ซึ่งจะเป็นแหล่งรวมของคน it และ start up รุ่นใหม่ ทั้งในประเทศและต่างประเทศ อยู่ที่นี่และ\n ","date":"31-7-24","title":"Student Behavior Detector in Classroom","builder":"นนทพัทธ์ เอื้อตรงจิตต์(เฟิร์ม)","builder_info":"สาธิตแห่งมหาวิทยาลัยเกษตรศาสตร์ ศูนย์วิจัยและพัฒนาการศึกษา / กรุงเทพมหานคร","thumbnail":"/images/2024/5/01.png","links":{"github":"https://github.com/nontaphatfirm/Classroom-Behavior-Detector","facebook":"","blog":"https://medium.com/@nontaphatfirm/student-behavior-detector-in-classroom-20f2fe5cc8a3"}}},"__N_SSG":true}
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diff --git a/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/6-thanaphum-saywongin.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/6-thanaphum-saywongin.json
new file mode 100644
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+++ b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/6-thanaphum-saywongin.json
@@ -0,0 +1 @@
+{"pageProps":{"postData":{"id":"6-thanaphum-saywongin","content":"\n\n\n- สร้างโมเดล AniRec มาเพื่อแก้ปัญหาการตามหาชื่อเรื่องอนิเมะโดยใช้ภาพจากซีนในอนิเมะ\n- การสร้าง AniRec นั้นจะแบ่งเป็นส่วนของการเทรน classification model และนำไปทำ feature extraction โดย match retrieved image กับ label และนำทั้ง classification และ retrieval มาเปรียบเทียบกัน\n- ใช้ Dataset เป็น Top 100 Popularity Anime จาก Anilist โดยเลือกเฉพาะรูปที่เป็นซีนใน episode ต่าง ๆ\n- นำข้อมูลทั้งหมดมาเข้ากระบวนการ Preprocessing ด้วยการทำ Data Tranformation ทั้งการ Resize, ToTensor, Normalize และ Data Augmentation รูปแบบต่าง ๆ\n- ในส่วนของการเทรนได้ทดลองใช้สถาปัตยกรรม MobileNetV2 , Efficientnet-B0 , EFficientnet-B7 , ResNeXt101 และ SEResNeXt101\n- วัดผลโดยการประเมิน Accuracy, Top-5 Accuracy , LRAP และ MRR\n- โดยได้ผลออกมาคือ ResNeXt101 ทำ performance ออกได้ดีที่สุดบน Test set คือ Accuracy 81.18% Top-5 Accuracy 92.48% LRAP 86.24% และ MRR 85.75%\n- จากนั้นจึงนำ ResNeXt101 มาทำ feature extraction โดยได้ match retrieved image กับ label ไว้ก่อนเพื่อนำมาใช้ในทำนาย label\n- นำมา retrieve โดยใช้ similarity measurement เป็น Euclidean distance\n- ทำการทดสอบการทำนายของ retrieval โดยได้ผลลัพธ์ดังนี้\n- Accuracy 81.18% Top-5 Accuracy 91.84% LRAP 81.24% และ MRR 82.35%\n- AniRec จึงเลือกใช้ Classification ResNeXt101 ซึ่งมี performance ที่ดีที่สุด\n- โดยเมื่อนำไปเทียบกับ trace.moe ซึ่งเป็น Anime reverse search ที่มีชื่อเสียง โดยได้ทดสอบบน Test set เดียวกันได้ผลลัพธ์ดังนี้ Accuracy 67.40% และ Top-5 Accuracy 70.13%\n- ซึ่งตัว AniRec ทำ Accuracy ได้ดีกว่า trace.moe ถึง 13.78% และ Top-5 Accuracy ดีกว่าถึง 22.35% แตว่าก็ยังแพ้ในจำนวนเรื่องของอนิเมะที่ค้นหาได้\n- จาการวิเคราะห์ข้อผิดพลาดของตัว AniRec พบว่าโมเดลมักทำนายผิดพลาดเมื่อเจอซีนที่มีความคล้ายกัน ทั้งจากตัวประกอบที่อาจไม่มีข้อมูลใน Training Data และ องค์ประกอบของซีนที่บังเอิญคล้ายกันในอนิเมะหลาย ๆ เรื่อง\n\n\n### แรงจูงในในการเข้าร่วมโครงการ (จากใบสมัครเข้าร่วมเมื่อ 10 สัปดาห์ที่แล้ว)\n\n> เพราะว่าตัวผมอยากที่จะพัฒนาความรู้ทางด้าน ai ให้มากขึ้น แม้ว่าในตอนนี้เองก็กำลังศึกษาด้วยตัวเองอยู่ แต่การได้เข้าร่วมโครงการ ai builder ซึ่งเต็มไปด้วยวิทยากรที่มีความสามารถ อีกทั้งยังทำให้ตัวผมได้มีโอกาสได้พบเจอเพื่อนๆที่สนใจในด้านเดียวกัน ดังนั้นผมจึงเชื่อว่าการเข้าร่วมโครงการนี้นั้นจะทำให้ผมสามารถพัฒนาความรู้ด้าน ai และ ทักษะด้านการทำงานต่างๆ ได้เป็นอย่างดีครับ\n ","date":"31-7-24","title":"AniRec","builder":"ธนภูมิ สายวงศ์อินทร์(อิคคิว)","builder_info":"วิทยาศาสตร์จุฬาภรณราชวิทยาลัย เชียงราย / เชียงราย","thumbnail":"/images/2024/6/01.png","links":{"github":"https://github.com/qrcodeTH/Anime-Recognition-System-from-Scene-Images/tree/main","facebook":"","blog":"https://medium.com/@thanaphum04571/anime-recognition-system-from-scene-images-anirec-%E0%B8%A3%E0%B8%B0%E0%B8%9A%E0%B8%B8%E0%B8%8A%E0%B8%B7%E0%B9%88%E0%B8%AD%E0%B9%80%E0%B8%A3%E0%B8%B7%E0%B9%88%E0%B8%AD%E0%B8%87%E0%B8%88%E0%B8%B2%E0%B8%81%E0%B8%A0%E0%B8%B2%E0%B8%9E%E0%B8%8B%E0%B8%B5%E0%B8%99%E0%B8%AD%E0%B8%99%E0%B8%B4%E0%B9%80%E0%B8%A1%E0%B8%B0-c0133dbbfaa9"}}},"__N_SSG":true}
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diff --git a/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/7-guntee-doungmanee.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/7-guntee-doungmanee.json
new file mode 100644
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--- /dev/null
+++ b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/7-guntee-doungmanee.json
@@ -0,0 +1 @@
+{"pageProps":{"postData":{"id":"7-guntee-doungmanee","content":"\n\n\n- สร้างโมเดล ThaiVecFont สำหรับการสร้างฟอนต์เพื่อลดปัญหาการทำงานซ้ำๆ ของนักออกแบบฟอนต์ไทย และเป็นโมเดลสำหรับสร้างฟอนต์ SVG ที่สามารถนำไปใช้งานได้จริงได้\n- เป็นการใช้สถาปัตยกรรม DeepVecFont-V2 ที่มีพื้นฐานเป็น Transformers Autoencoder โดยมี Encoder และ Decoder อย่างละ 2 ตัว\n- ใช้ Dataset ที่ scrape จาก thaifaces.com เว็บคุณภาพที่รวบรวมฟอนต์ไทยจากทุกทิศทางเอาไว้ \nทำ Data Cleaning ฟอนต์ที่ขนาดใหญ่และเล็กเกินไปออก\n- Preprocessing ด้วยการแปลงไฟล์ฟอนต์ให้เป็นรูปภาพและ vector sequence ทำการคัดฟอนต์ที่มีจำนวน sequence มากเกินไปออก ทำ Data Augmentation และใช้เทคนิค relaxation representation เพื่อเพิ่มจำนวนจุดให้กับ sequence ทำให้ตอนเทรนได้ผลดีขึ้น\n- ใช้เทคนิค Modality Fusion รวม feature ระหว่าง Encoder 2 ตัวเข้าด้วยกัน เพื่อให้โมเดลสามารถเข้าใจรูปร่างและโครงสร้างของฟอนต์ไปพร้อมกันได้\n- ปรับค่า weight โดยใช้ Loss คำนวนจาก L1 Loss จากการสร้างรูปภาพและ Cross Entropy Loss จากการสร้าง vector sequence\n- เมื่อเปรียบเทียบกับโมเดล DeepVecFont เวอร์ชั่นแรกที่ใช้ CNN เป็น Encoder ผลที่เกิดขึ้นคือเวอร์ชั่นแรกไม่สามารถจับลักษณะของฟอนต์ภาษาไทยได้ แต่ DeepVecFont-V2 สามารถทำได้\n- วัดผลโดยการประเมิน L1 Error ของรูปภาพ พบว่าโมเดล DeepVecFont-V2 ที่เทรนด้วยชุดข้อมูลที่มีการทำ Augmentation ให้ผลที่ดีกว่าแบบที่เทรนด้วยชุดข้อมูลปกติ\n- ข้อเสนอแนะ (เพิ่มเติม) ประสิทธิภาพโมเดลที่ได้ยังไม่ดีเท่าโมเดล DeepVecFont-V2 ที่เทรนด้วยชุดข้อมูลภาษาอังกฤษที่มีขนาดใหญ่ คาดว่าเนื่องจากจำนวนชุดข้อมูลฟอนต์ภาษาไทยที่ไม่เพียงพอ จึงคิดหาวิธีแก้โดยอาจมีการทดลอง fine-tuning โมเดล pretrained ภาษาอังกฤษด้วยชุดข้อมูลภาษาไทยในอนาคต รวมถึงหาวิธีใหม่ ๆ ในการเพิ่มชุดข้อมูล\n\n### แรงจูงในในการเข้าร่วมโครงการ (จากใบสมัครเข้าร่วมเมื่อ 10 สัปดาห์ที่แล้ว)\n\n> ปีที่แล้วผมไม่ติดโครงการนี้ ปีนี้เลยอยากจะแก้มือใหม่ ผมเชื่อในการเรียนรู้แบบ based on project ว่ามันจะช่วยพัฒนาสกิลเราขึ้นได้อย่างก้าวกระโดด หากยิ่งมีคนที่คอย support เรามากผลที่ได้มันยิ่งมหาศาลมากขึ้นไปอีกมาก การเข้าโครงการนี้จะเปิดโอกาสให้ผมสามารถทำสิ่งที่ผมชอบได้ หลายๆ อย่างที่เป็นไปไม่ได้ ผมเชื่อว่า มันสามารถที่จะเป็นไปได้ ถ้าเราทุ่มเทให้สุดแรงลงไป รวมถึงมีคน support ที่ดี โครงการนี้จะทำให้ผมได้ connection กับเพื่อน ๆ พี่ ๆ นักวิจัยนักพัฒนา ai แนวหน้าของประเทศและจะได้ต่อยอดไปในการทำงานในอนาคตได้ ที่สำคัญ ผมจะได้เจอคนทำ wangchanberta ตัวเป็นๆ ยังไม่พอ สามารถปรึกษาได้ด้วยอีก !!\n ","date":"31-7-24","title":"Synthesize High-Quality Thai Vector Fonts","builder":"กันต์ธีร์ ดวงมณี(พอเพียง)","builder_info":"ยุพราชวิทยาลัย / เชียงใหม่","thumbnail":"/images/2024/7/01.png","links":{"github":"https://github.com/microhum/ThaiVecFont","facebook":"","blog":"https://medium.com/@guntee12123/synthesize-high-quality-thai-vector-fonts-with-deepvecfont-v2-a123317e1910"}}},"__N_SSG":true}
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diff --git a/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/8-nattapat-emseedaeng.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/8-nattapat-emseedaeng.json
new file mode 100644
index 0000000..473453a
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+++ b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/8-nattapat-emseedaeng.json
@@ -0,0 +1 @@
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diff --git a/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/9-benyapa-takhwankeaw.json b/_next/data/8Svqkuv7Is15opn2UcCBZ/2024/9-benyapa-takhwankeaw.json
new file mode 100644
index 0000000..5c43b02
--- /dev/null
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@@ -0,0 +1 @@
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similarity index 89%
rename from _next/data/P1wceHoGgr6TnuCfa06o0/index.json
rename to _next/data/8Svqkuv7Is15opn2UcCBZ/index.json
index 91f0996..2b34c87 100644
--- a/_next/data/P1wceHoGgr6TnuCfa06o0/index.json
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-AI Builders Showcase
