jjldr / pytorch-cpp-1

C++ Implementation of PyTorch Tutorial for Deep Learning Researchers

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This repository provides tutorial code in C++ for deep learning researchers to learn PyTorch.
Python Tutorial: https://github.com/yunjey/pytorch-tutorial

Getting Started

• Fork/Clone and Install

$ git clone https://github.com/prabhuomkar/pytorch-cpp.git
$ chmod +x scripts.sh
$ ./scripts.sh install #optional: --cuda=(9.2 or 10.1) to install libtorch cuda versions (by default cpu version is installed) 

• Download all datasets used in the tutorials

$ ./scripts.sh download_datasets

• Build

$ ./scripts.sh build

Table of Contents

1. Basics

• PyTorch Basics
• Linear Regression
• Logistic Regression
• Feedforward Neural Network

2. Intermediate

• Convolutional Neural Network
• Deep Residual Network
• Recurrent Neural Network
• Bidirectional Recurrent Neural Network
• Language Model (RNN-LM)

3. Advanced

• Generative Adversarial Networks
• Variational Auto-Encoder
• Neural Style Transfer
• Image Captioning (CNN-RNN)

Dependencies

• C++
• PyTorch C++ API

Authors

• Omkar Prabhu - prabhuomkar
• Markus Fleischhacker - mfl28