Pytorch Programming

• basic concept of Pytorch programming
• Pytorch tutorials
• Pytorch with examples

Multi-Layer Perceptron(MLP)

• Multi Layer Perceptron model

Multi-Layer Perceptron with Regularization

• MLP with dropout regularization
• MLP with early stopping regularization

Multi-Layer Perceptron with Optimization

• MLP with Adam optimizer
• MLP with RAdam optimizer
• MLP with SGD optimizer
• MLP with AdamP optimizer
• WarmupLR scheduler

Convolutional Neural Network

• Convolutional Neural Network model
• CNN with various optimizers and regularizations
• EfficientNet fine-tune
• Pytorch lighting, Hydra