Projects

Deep - Learning

Contents

Computer Vision

Classification

• ViT - An Image Is Worth 16x16 Words: Transformers For Image Recognition At Scale

Generative Adversarial Networks

• DCGAN - Unsupervised Representation Learning With Deep Convolutional Generative Adversarial Networks
• Pix2Pix - Image-To-Image Translation With Conditional Adversarial Networks
• StyleGAN - A Style-Based Generator Architecture For Generative Adversarial Networks
• Image Inpainting - Generative Image Inpainting with Contextual Attention
• StackGAN - Text to Photo-realistic Image Synthesis with Stacked Generative Adversarial Networks

Segmentation

• PSPNet- Pyramid Scene Parsing Network
• U-Net - Convolutional Networks For Biomedical Image Segmentation
• YOLO - You Only Look Once: Unified, Real-Time Object Detection
• PointNet - Deep Learning on Point Sets For 3D Classification And Segmentation

Natural Language Processing

Classification

• Recurrent Neural Networks

Question Anwsering

• DrQA - Reading Wikipedia To Answer Open-Domain Questions

Transformers

• BERT - Pre-training Of Deep Bidirectional Transformers For Language Understanding

Reinforcement Learning

• A3C - Asynchronous Methods For Deep Reinforcement Learning
• DQN - Playing Atari With Deep Reinforcement Learning
• DRQN - Deep Recurrent Q-Learning For Partially Observable MDPs
• PPO - Proximal Policy Optimization Algorithms