/deep_learning

Deep Learning - Code Hub: A repository for deep learning projects which includes simple basic functions, experimental projects and paper implementations.

Primary LanguagePython

Deep Learning - Code Hub

Overview

This repository contains various implementations involving neural networks - deep learning papers, different neural network projects, collection of fundamental NN building blocks and experiments.

Implementations

1. Projects

  1. Product Duplicate Detection. [Code]
  2. Vanilla Auto encoder. [Code]
  3. DCGAN. [Code]

2. Papers

  1. A Neural Algorithm of Artistic Style by Gatys et al. [Code][Article]
  2. Image Super-Resolution Using Deep Convolutional Networks by Chao Dong et al. [Code]

3. NN fundamentals

  1. Activation functions
  2. Learning rate - Time based decay

4. Math-in-ML

  1. Harmonic Mean

5. Experiments

  1. Vanishing gradient

Frameworks used

PyTorch

Author

Raghul Asokan
email: mailcorahul@gmail.com
github: https://github.com/mailcorahul/
linkedin: https://www.linkedin.com/in/raghul-asokan/
medium: https://medium.com/@raghul_719