krishnakalyan3 / learnpytorch

PyTorch Experiments

SNo.	Examples	Comments
0	Basic Operations	Mat Mul , Gradient Checking
1	Feed Forward MNIST	Two Layer Network
2	Linear Regression	Plotting Examples
3	Logistic Regression	MNIST Dataset
4	Simple CNN	CNN on MNIST
5	Wide Resnet	CIFAR 10, original code, arxiv
6	Tensorboard Example	Refactor Code with TFBoard
7	CIFAR 10	With SENET Arch
8	Pre Trained Model	With MNIST
9	Predict Fast AI	Fast dot ai pytorch predict
10	DogsvsCats	Initial Code

Resources

• Deep Learning Course
• ULaval Tutorial
• PyTorch for DL researchers
• Fast AI Coursework
• MILA PyTorch
• CS-224n
• CS-231n
• PyTorch Exercise

TODO:

• Word Embedding (http://on-demand.gputechconf.com/gtc/2017/video/s7634-jeremy-howard-build-a_neural_translation_system_from_scratch_with_pytorch.mp4)
• Style Transfer
• RNN
• Mixture Of Expert
• Model Compression
• Adversarial Generation
• Time Series
• Attention
• Document Summarization