Deep Learning Papers

Greatest Deep Learning Models - Built And Implemented In PyTorch

Contents

• LeNet

• VGG (Visual Geometry Group)

• GoogLeNet

• ResNet

• LinearGAN

• DCGAN

LeNet

One Of The First Papers To Discuss The Implementation Convolutional Neural Nets

Model Architecture

Code

• Model
• Implementation

VGG-16

One Of The First Papers To Suggest Increasing Depth Of A ConvNet On It's Accuracy On Large Scale Image Recognition Dataset

Model Architecture

Code

• Model
• Implementation

GoogLeNet

The First Paper To Apply Dimensionality Reduction With Stacked 1x1 Convolutions To Allow For More Efficient Computation

Model Architecture

Inception Block

GoogLeNet Architecture

Code

• Model
• Implementation

ResNet

First Paper To Solve The Issue Of Vanishing And/Or Exploding Gradients In Deep CNNs.

Model Architecture

Residual Block

ResNet Architecture

Code

• Model
• Implementation

LinearGAN / PrimitiveGAN

Introduction To Generative Adversial Networks

Model Architecture

Discriminator/Generator Architecture

Code

• Model
• Implementation

Result

DCGAN / ConvolutionalGAN

Convolutions Integrated In To Generative Adversial Networks

Model Architecture

Discriminator/Generator Architecture

DigitGAN

Code

• Model
• Implementation

Result

FaceGAN

Code

• Model
• Implementation

Result

Check Out Issue For To Do!