purvit-vashishtha / Pytorch-Tutorial

This repository consists code which will help you in understanding basics of Pytorch and how to implement it.

Pytorch-Tutorial

This repository consists code for Deep Learning with Pytorch.

Topics covered:

1. Basics of pytorch tensors
2. Creating Forward Neural Network using Pytorch
3. Creating Recurrent Neural Network using Pytorch
4. Creating LSTM RNN using Pytorch

Structure

1. Pytorch.pdf: This PDF document contains basics of pytorch.
2. FNN-Pytorch.ipynb: This jupyter notebook contains code for Vanilla FNN along with training augmented data and changing the classifier structure like: layer optimization.
3. MNIST: This folder contains code for pytorch model trained using MNIST datasets. 3.1 digit-recognizer-pytorch-lstm-acc-0-99.ipynb: Jupyter Notebook containing code for Digit Recognizer using Recurrent Neural Networks(RNNs) and Long Short Term Memory Rnns (LSTM).

References

1. Kaggle: Naman Manchanda
2. javatpoint.com