About

Collection of Machine Learning notebooks in Jupyter and Google Colab.

Machine Learning Notebooks

Model	PyTorch		Tensorflow
MLP	Jupyter	Colab	-	-
Recurrent Neural Network	Jupyter	Colab	Jupyter	Colab
AutoEncoder	Jupyter	Colab	-	-
Convolutional AutoEncoder	Jupyter	Colab	-	-

To-do

• Convolutional Neural Network
• Encoder-Decoder
• Generative Adversarial Network

Applications

Computer Vision

Task	Model	Dataset	Framework
Change background of image	FCN ResNet-101	COCO	PyTorch

Natural Language Processing

• TODO:
  • Text generation with RNN/LSTM/GRU
  • Text generation with GPT
  • Text classification with BERT

Relevant Tutorials

PyTorch

• Kind-PyTorch-Tutorial: 12 notebooks (including denoising autoencoder)
• pytorch-tutorial: basics, intermediate and advanced + tensorboard
• PyTorch-Tutorial: well commented
• PyTorchZeroToAll: video lessons [slides]
• the-incredible-pytorch: list of tutorials
• Pytorch-Project-Template: scalable templates
• tensorboardX: tensorboard for PyTorch
• pytorch-beginner: AE

Tensorflow

• TensorFlow-Examples
• RNN blog, RNN example

Numpy/Theory

• Neural Networks Demystified [code]