krishnaik06 · Prarthana-Singh · Nov 21, 2024
diff --git a/README.md b/README.md
@@ -2,101 +2,108 @@
 
 ## 1. Complete Python Playlist For Data Analytics And Data Science
 
-- Python In English: https://www.youtube.com/watch?v=bPrmA1SEN2k&list=PLZoTAELRMXVNUL99R4bDlVYsncUNvwUBB
-- Python In Hindi: https://www.youtube.com/watch?v=MJd9d9Mpxg0&list=PLTDARY42LDV4qqiJd1Z1tShm3mp9-rP4v
+- Python In English: [Watch Python Tutorial in English](https://www.youtube.com/watch?v=bPrmA1SEN2k&list=PLZoTAELRMXVNUL99R4bDlVYsncUNvwUBB)
+
+- Python In Hindi: [Watch Python Tutorial in Hindi](https://www.youtube.com/watch?v=MJd9d9Mpxg0&list=PLTDARY42LDV4qqiJd1Z1tShm3mp9-rP4v)
+
 
 ## 2. Complete Stats Playlist For Data Analytics And Data Science
 
-- Stats In English One Shot: https://www.youtube.com/watch?v=LZzq1zSL1bs
-- Stats In English Detailed Playlist: https://www.youtube.com/watch?v=zRUliXuwJCQ&list=PLZoTAELRMXVMhVyr3Ri9IQ-t5QPBtxzJO
-- Stats In Hindi Detailed Playlist: https://www.youtube.com/watch?v=7y3XckjaVOw&list=PLTDARY42LDV6YHSRo669_uDDGmUEmQnDJ
+- Stats In English One Shot: [Watch Stats Tutorial in English One Shot](https://www.youtube.com/watch?v=LZzq1zSL1bs)
+- Stats In English Detailed Playlist: [Watch Stats Tutorial in English Detailed Playlist](https://www.youtube.com/watch?v=zRUliXuwJCQ&list=PLZoTAELRMXVMhVyr3Ri9IQ-t5QPBtxzJO)
+- Stats In Hindi Detailed Playlist: [Watch Stats Tutorial in Hindi Detailed Playlist](https://www.youtube.com/watch?v=7y3XckjaVOw&list=PLTDARY42LDV6YHSRo669_uDDGmUEmQnDJ)
+
 
 ## 3. Complete SQL For Data Analytics And Data Science
 
-- Complete SQl Detailed Playlist English: https://www.youtube.com/watch?v=us1XyayQ6fU&list=PLZoTAELRMXVNMRWlVf0bDDSxNEn38u9Cl
-- Complete SQL Detailed Playlist Hindi : **Coming Soon**
-- Complete SQL One Shot : **Coming Soon**
+- Complete SQL Detailed Playlist (English): [Watch Here](https://www.youtube.com/watch?v=us1XyayQ6fU&list=PLZoTAELRMXVNMRWlVf0bDDSxNEn38u9Cl)
+- Complete SQL Detailed Playlist (Hindi): **Coming Soon**
+- Complete SQL One Shot: **Coming Soon**
+
 
 ## 4. Git And Github Tutorials
 
-- Git and Github Tutorials In English: https://www.youtube.com/watch?v=GW7B6vwktPA&list=PLZoTAELRMXVOSsBerFZKsdCaA4RYr4RGW
-- Git and Github Tutorials In Hindi: https://www.youtube.com/watch?v=8KtY8ihZ8ME
+- Git and Github Tutorials (English): [Watch Here](https://www.youtube.com/watch?v=GW7B6vwktPA&list=PLZoTAELRMXVOSsBerFZKsdCaA4RYr4RGW)
+- Git and Github Tutorials (Hindi): [Watch Here](https://www.youtube.com/watch?v=8KtY8ihZ8ME)
 
-## 5. EDA And Feature Engineering And Feature Selection
+## 5. EDA, Feature Engineering, and Feature Selection
+
+- Feature Engineering Detailed Playlist: [Watch Here](https://www.youtube.com/watch?v=6WDFfaYtN6s&list=PLZoTAELRMXVPwYGE2PXD3x0bfKnR0cJjN)
+- Feature Selection Detailed Playlist: [Watch Here](https://www.youtube.com/watch?v=uMlU2JaiOd8&list=PLZoTAELRMXVPgjwJ8VyRoqmfNs2CJwhVH)
+- EDA Detailed Playlist: [Watch Here](https://www.youtube.com/watch?v=F-X82zhIfBo&list=PLxvLUL96MOO6F8x2fLgFlNrJVcKPQuS3a)
 
-- Feature Engineering Detailed Playlist: https://www.youtube.com/watch?v=6WDFfaYtN6s&list=PLZoTAELRMXVPwYGE2PXD3x0bfKnR0cJjN
-- Feature Selection Detailed Playlist: https://www.youtube.com/watch?v=uMlU2JaiOd8&list=PLZoTAELRMXVPgjwJ8VyRoqmfNs2CJwhVH
-- EDA Detailed Playlist : https://www.youtube.com/watch?v=F-X82zhIfBo&list=PLxvLUL96MOO6F8x2fLgFlNrJVcKPQuS3a
 
 ## 6. Machine Learning Playlist
 
-- Detailed ML Playlist In English: https://www.youtube.com/watch?v=bPrmA1SEN2k&list=PLZoTAELRMXVPBTrWtJkn3wWQxZkmTXGwe
-- New ML Playlist 2023 In English(In Progress)- https://www.youtube.com/watch?v=ip4WxEZwEPc&list=PLZoTAELRMXVPMbdMTjwolBI0cJcvASePD
-- Machine Learning One Shot In English: https://www.youtube.com/watch?v=JxgmHe2NyeY
-- Machine Learning Playlist In Hindi: https://www.youtube.com/watch?v=7uwa9aPbBRU&list=PLTDARY42LDV7WGmlzZtY-w9pemyPrKNUZ
+- Detailed ML Playlist in English: [Watch Here](https://www.youtube.com/watch?v=bPrmA1SEN2k&list=PLZoTAELRMXVPBTrWtJkn3wWQxZkmTXGwe)
+- New ML Playlist 2023 in English (In Progress): [Watch Here](https://www.youtube.com/watch?v=ip4WxEZwEPc&list=PLZoTAELRMXVPMbdMTjwolBI0cJcvASePD)
+- Machine Learning One Shot in English: [Watch Here](https://www.youtube.com/watch?v=JxgmHe2NyeY)
+- Machine Learning Playlist in Hindi: [Watch Here](https://www.youtube.com/watch?v=7uwa9aPbBRU&list=PLTDARY42LDV7WGmlzZtY-w9pemyPrKNUZ)
+
+## 7. Complete Deep Learning and NLP Playlist
 
-## 7. Complete Deep Learning And NLP Playlist:
+- Complete Deep Learning and NLP Detailed Playlist in English: [Watch Here](https://www.youtube.com/watch?v=YFNKnUhm_-s&list=PLZoTAELRMXVPGU70ZGsckrMdr0FteeRUi)
+- Complete NLP Live Playlist in English: [Watch Here](https://www.youtube.com/watch?v=w3coRFpyddQ&list=PLZoTAELRMXVNNrHSKv36Lr3_156yCo6Nn)
+- Complete Deep Learning and NLP Playlist in Hindi: **Coming Soon**
 
-- Complete Deep Learning And NLP Detailed Playlist In English: https://www.youtube.com/watch?v=YFNKnUhm_-s&list=PLZoTAELRMXVPGU70ZGsckrMdr0FteeRUi
-- Complete NLP Live Playlist English: https://www.youtube.com/watch?v=w3coRFpyddQ&list=PLZoTAELRMXVNNrHSKv36Lr3_156yCo6Nn
-- Complete Deep Learning And NLP Playlist Hindi: **Coming soon**
+## 8. Important Frameworks for Production Deployments
 
 ## 8. Important Frameworks for Production Deployments
 
-- Flask Detailed Playlist In English: https://www.youtube.com/watch?v=4L_xAWDRs7w&list=PLZoTAELRMXVPBaLN3e-uoVRR9hlRFRfUc
-- Flask One Shot Hindi: https://www.youtube.com/watch?v=KF-rDqQfqz0
-- Gradio Framework: https://www.youtube.com/watch?v=wruyZWre2sM
-- BentoML: https://www.youtube.com/watch?v=i_FtfdOKa2M
-- MLflow and Dagshub: https://www.youtube.com/watch?v=qdcHHrsXA48
+- Flask Detailed Playlist in English: [Watch Here](https://www.youtube.com/watch?v=4L_xAWDRs7w&list=PLZoTAELRMXVPBaLN3e-uoVRR9hlRFRfUc)
+- Flask One Shot in Hindi: [Watch Here](https://www.youtube.com/watch?v=KF-rDqQfqz0)
+- Gradio Framework: [Watch Here](https://www.youtube.com/watch?v=wruyZWre2sM)
+- BentoML: [Watch Here](https://www.youtube.com/watch?v=i_FtfdOKa2M)
+- MLflow and DagsHub: [Watch Here](https://www.youtube.com/watch?v=qdcHHrsXA48)
 
-## 9. Complete AWS Sagemaker And Sagemaker Studio Tools
+## 9. Complete AWS Sagemaker and Sagemaker Studio Tools
 
-- Sagemaker Detailed Playlist: https://www.youtube.com/watch?v=LkR3GNDB0HI&list=PLZoTAELRMXVONh5mHrXowH6-dgyWoC_Ew
-- Sagemaker End to End Projects- **Coming Soon**
+- Sagemaker Detailed Playlist: [Watch Here](https://www.youtube.com/watch?v=LkR3GNDB0HI&list=PLZoTAELRMXVONh5mHrXowH6-dgyWoC_Ew)
+- Sagemaker End-to-End Projects: **Coming Soon**
 
-## 10. Complete MLOPS tutorials
+## 10. Complete MLOps Tutorials
 
-- Complete Dockers In One Shot English: https://www.youtube.com/watch?v=8vmKtS8W7IQ
-- MLFLOW End to End Tutorials With Deployment: https://www.youtube.com/watch?v=pxk1Fr33-L4
-- Evidently AI Model Monitoring: https://www.youtube.com/watch?v=cgc3dSEAel0
-- Complete Docker In One Shot Hindi: **Coming soon**
-- Complete Github Action In English: **Coming soon**
-- Complete Kubernetes And Kubeflow Tutorials: **Coming Soon**
+- Docker in One Shot (English): [Watch Here](https://www.youtube.com/watch?v=8vmKtS8W7IQ)
+- MLflow End-to-End Tutorials with Deployment: [Watch Here](https://www.youtube.com/watch?v=pxk1Fr33-L4)
+- Evidently AI Model Monitoring: [Watch Here](https://www.youtube.com/watch?v=cgc3dSEAel0)
+- Docker in One Shot (Hindi): **Coming Soon**
+- GitHub Actions (English): **Coming Soon**
+- Kubernetes and Kubeflow Tutorials: **Coming Soon**
 
-## 11. End To End ML,DL and NLP Projects- Entire Lifecycle Till Deployment Using Open Source Tools
+## 11. End-to-End ML, DL, and NLP Projects - Entire Lifecycle Till Deployment Using Open Source Tools
 
-- End To End ML Projects Playlist In English: https://www.youtube.com/watch?v=S_F_c9e2bz4&list=PLZoTAELRMXVPS-dOaVbAux22vzqdgoGhG&index=1
-- End To End ML Playlist In Hindi: https://www.youtube.com/watch?v=NuwUnRpxq2c&list=PLTDARY42LDV7jzL_f68SY-eOQ9tY2lYvR
+- End-to-End ML Projects Playlist (English): [Watch Here](https://www.youtube.com/watch?v=S_F_c9e2bz4&list=PLZoTAELRMXVPS-dOaVbAux22vzqdgoGhG&index=1)
+- End-to-End ML Playlist (Hindi): [Watch Here](https://www.youtube.com/watch?v=NuwUnRpxq2c&list=PLTDARY42LDV7jzL_f68SY-eOQ9tY2lYvR)
 
-## 12. Generative AI And Open AI Playlist:
+## 12. Generative AI and OpenAI Playlist:
 
-- OPENAI Playlist English(In Progress): https://www.youtube.com/watch?v=CbpsDMwFG2g&list=PLZoTAELRMXVMTWGW9iS45ZTcMsntos6VO
-- Langchain Playlist(In Progress): https://www.youtube.com/watch?v=_FpT1cwcSLg&list=PLZoTAELRMXVORE4VF7WQ_fAl0L1Gljtar
-- ChainLit Playlist **(In Progress)**
+- OpenAI Playlist (English) [In Progress]: [Watch Here](https://www.youtube.com/watch?v=CbpsDMwFG2g&list=PLZoTAELRMXVMTWGW9iS45ZTcMsntos6VO)
+- Langchain Playlist [In Progress]: [Watch Here](https://www.youtube.com/watch?v=_FpT1cwcSLg&list=PLZoTAELRMXVORE4VF7WQ_fAl0L1Gljtar)
+- ChainLit Playlist: **In Progress**
 
-## 13. Pyspark Complete Tutorials
+## 13. PySpark Complete Tutorials
 
-- Pyspark Detailed Playlist: https://www.youtube.com/watch?v=WyZmM6K7ubc&list=PLZoTAELRMXVNjiiawhzZ0afHcPvC8jpcg
+- PySpark Detailed Playlist: [Watch Here](https://www.youtube.com/watch?v=WyZmM6K7ubc&list=PLZoTAELRMXVNjiiawhzZ0afHcPvC8jpcg)
 
-## 14. Complete Data Science,Machine Learning And Deep Learning Interview Questions
+## 14. Complete Data Science, Machine Learning, and Deep Learning Interview Questions
 
-https://github.com/iNeuronai/interview-question-data-science-
+- [Interview Question Repository on GitHub](https://github.com/iNeuronai/interview-question-data-science-)
 
-## Internships
+## 14. Complete Data Science, Machine Learning, and Deep Learning Interview Questions
 
-https://internship.ineuron.ai/
+- [Interview Question Repository on GitHub](https://github.com/iNeuronai/interview-question-data-science-)
 
 ## Data Science TrackerSheet For Learning
 
-https://drive.google.com/file/d/18doA_wMja2nAawcE6imIcfnEMf-Pir2n/view
+- [Access Data Science TrackerSheet](https://drive.google.com/file/d/18doA_wMja2nAawcE6imIcfnEMf-Pir2n/view)
 
-## Youtube Channels For Referring All Videos. Consider Subscribing and pressing the bell icon.
+## YouTube Channels For Referring All Videos. Consider Subscribing and Pressing the Bell Icon.
 
-- Krish Naik : https://www.youtube.com/@krishnaik06
-- Krish Naik Hindi: https://www.youtube.com/@krishnaikhindi
-- Success Stories By Krish(Coming up): https://www.youtube.com/channel/UCNSHtBgZ3dhcpv190JrK_LQ
-- Support Channel and Join this channel to get access to perks: https://www.youtube.com/channel/UCNU_lfiiWBdtULKOw6X0Dig/join our Data Science Project
+- [Krish Naik](https://www.youtube.com/@krishnaik06)
+- [Krish Naik Hindi](https://www.youtube.com/@krishnaikhindi)
+- [Success Stories By Krish (Coming up)](https://www.youtube.com/channel/UCNSHtBgZ3dhcpv190JrK_LQ)
+- [Support Channel and Join This Channel to Get Access to Perks](https://www.youtube.com/channel/UCNU_lfiiWBdtULKOw6X0Dig/join)
 
 ## Join Our Data Science Project Neuron
 
-https://ineuron.ai/one-neuron/Data-science-Projects-Neuron?source=one_neuron_listing
+- [Join Data Science Project Neuron](https://ineuron.ai/one-neuron/Data-science-Projects-Neuron?source=one_neuron_listing)