Master PyTorch Lightning

Zero-to-Hero: PyTorch Lightning. A learning path for PyTorch Lightning to efficiently train large models
Published

November 2, 2023

Keywords

pytorch, lightning

Zero-to-Hero: Master PyTorch Lightning

flowchart TD
  A[Learn PyTorch] --> B[Learn writing training loop]
  B --> C[Learn PyTorch Lightning]
  C --> D[Learn learning rate finder]
  D --> E[Learn callbacks]
  E --> F[Learn loggers]
  F --> G[Learn mixed precision]
  G --> H[Learn distributed training]

Prerequisites

Before we start, make sure you have the following prerequisites:

  • Python: Ensure you have Python installed on your system.
  • PyTorch: Install PyTorch as specified on the official PyTorch website.
  • PyTorch Lightning: Install PyTorch Lightning using pip:
pip install pytorch-lightning
  • GPU (optional): While not mandatory, using a GPU can significantly speed up training, especially for larger models and datasets.

THIS BLOG IS STILL IN PROGRESS.