Deep Learning Collection

This repository contains a collection of deep learning models implemented in PyTorch amd Temsorflow.

Autoencoders

Task: Anomaly detection

1. Convolutional Autoencoder

Task: MNIST digit reconstruction

1. Linear Autoencoder

Convolutional Neural Networks (CNNs)

Task: Pneumonia detection from chest X-ray images

1. Basic CNN
2. GoogLeNet (Transfer Learning)
3. ResNet (Transfer Learning)
4. VggNet (Transfer Learning)

Generative Adversarial Networks (GANs)

Task: MNIST digit generation

1. DC-GAN