README.md

Supervised-learning

A python library for supervised learning methods with PyTorch.

List of Implementations

This repo has PyTorch implementations of training a ConvNet.

• Transfer Learning for ResNet18 / ResNet34 / ResNet101 / SqueezeNet
• Differntial Learning rate (Applying smaller learning rates on earlier layers & higher on later layers for higher performance)
• SGDR (SGD with Restarts - Accelerates training)
• CLR (Cyclic Learning Rate - Accelerates training (uses cosine annealing instead of linear))
• Training a simple 28x28 network from scratch
• Basic Dataloaders
• Segmentation Dataloaders (WIP)