Top DeepLearning tutorials and curated projects

Basics

Deeplearning.ai_{-Andrew NG}	Fast.ai_{-Jeremy Howard}	NPTEL(DL)_{-Mitesh M. Khapra}
Neural Networks and Deep Learning Improving Deep Neural Networks Structured Machine Learning Projects Convolutional Neural Networks Sequence Models	CNN's, RNN's Image Recognition, Object Detection NLP Classification, Embedding Sequence Models, Neural translation Darknet, Cycle GAN Segmentation with UNets	MLP's, FeedForward Network Backpropagation, Gradient Descent PCA, Singular Value Decomposition Regularization, Dataset augmentation Auto encoders, CNN's, RNN's Encoder Decoder Models, Attention Mechanism

Type	Title	Code	Resources
Game Self Play	AlphaZero (Self Learning board games)	Code	Article
Hybrid NLP	Semantic Code Search (Searching for code in Natural Language)	Code	Article
NLP	Attention is all we need (Language Translation)	Code	Walk through, Explanation
Image+Text Processing	Pix2Code (Generating UI code from screenshot/handdrawn image)	Code	Paper and its Code
Image Processing	Deep Steganography (Hidding an image in another image)	Code	Paper, Blog
Image+Audio processing	Music2Dance: Generating Dance steps for a given music	Code	Results
NLP	Spell Checker using word embedding	Code	Article
NLP	Learn to Write Programs (Generating code using sample Input/Output's)	Code	Paper
NLP	URLNet (Malicious URL Detection)	Code	Paper
Image Processing	UNet based nucleus detection	Code	Paper
NLP	Named Entity Recognition (Tagging every word in a sentence)	Code	Article
Question Answering	QA-Net(CNN+Attention based QA Model)	Code	Article, QA-Net explained
Question Answering	QA Using Sentence Embedding	Code	Article
Question Answering	R-Net (RNN+Attention based QA Model)	Code	Explaining R-Net, Article
NLP	Text Summerization (summarize text and generate features from Github Issues)	Code	Article
Code fix	DeepFix: Fixing Common C Language Errors by Deep Learning	Code	Paper, Paper2
Time series	Playing trading games with deep reinforcement learning	Code	Paper
NLP	InferSent - Sentence Embedding with importance of each word	Code	Paper
NLP	Squash - Generating Question-Answer Hierarchies	Code	Paper

Description	Link
Machine Learning Algorithms: Which One to Choose for Your Problem	Blog
How to solve 90% of NLP problems: a step-by-step guide	Blog
Minimal and clean examples of reinforcement learning algorithms	Code
Applied Machine Learning -by Aaqib Saeed	Blog
Neural Models for Information Retrieval	Talk
A brief and great explanation of World Models	Blog
Artificial Intelligence and Games	Book
MolGAN (An implicit generative model for small molecular graphs) - A nice example of GAN + RL	Paper
Attention to characters in Neural Sequence Models	Blog
Capsule Networks Explained	Blog
AlphaGo Documentary	Movie
A Tensorflow JS example demonstrating transfer learning	Code
Ask me Anything (Dynamic Memory Network for basic Question Answering task)	Paper
OneShot Concept Learning Through conversation interaction	Paper
Understanding feature engineering	Blog
The Illustrated BERT, ELMo, and co. (How NLP Cracked Transfer Learning)	Blog
Transformers from scratch	Blog
A distilled version of BERT	Blog