PyTorch Tutorial — One-Page Cheat Sheet

Pythonic deep-learning framework — the research favourite.

PyTorch

• HOME
• Intro
• Install / CUDA
• Tensors
• CPU / GPU / MPS
• autograd
• torch.optim
• Datasets & DataLoader

Building Models

• nn.Module
• Layers
• Activations
• Losses
• Training Loop
• Evaluation
• Save / Load

Architectures

• MLP
• CNN
• RNN / LSTM
• Transformer
• Transfer Learning
• Hugging Face

Scale & Ship

• Mixed Precision
• Distributed (DDP)
• Lightning
• TorchScript
• ONNX Export
• Profiler

Examples

• Examples
• Cheatsheet
• Quiz
• Exercises
• Bootcamp
• Certificate
• Summary