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Lightning Community Resources

Discover the latest tricks and tips to help you develop AI faster with the Lightning Platform.

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    Tutorials

    8-bit Quantization with Lightning Fabric
    Quickstart to Lightning Fabric
    Doubling Neural Network Finetuning Efficiency with 16-bit Precision Techniques
    Step-By-Step Walk-Through of Pytorch Lightning

    Lightning Releases

    Lightning 2.1: Train Bigger, Better, Faster
    Introducing PyTorch Lightning 2.0 and Fabric
    Lightning 1.8: Colossal-AI, Secrets for Apps, and more
    Lightning 1.7: Apple Silicon, Multi-GPU and more

    Community Discussions

    How Military Veterans Can Get into AI
    The Ultimate Battle of Language Models: Lit-LLaMA vs GPT3.5 vs Bloom vs …
    Why We’re Building Lit-LLaMA
    Are Consistency Models the Next Big Thing?

    Announcements

    Lightning AI Joins AI Alliance To Advance Open, Safe, Responsible AI
    Lightning AI Joins the PyTorch Foundation as a Premier Member
    Lightning 2.1: Train Bigger, Better, Faster
    Torchmetrics v1.2

    Articles

    4-Bit Quantization with Lightning Fabric
    PyTorch Lightning for Dummies – A Tutorial and Overview
    What is Quantization
    Optimizing LLMs from a Dataset Perspective

    Case Studies

    Distributed Training for Personalized Recommendations
    Transfer Learning Techniques: Revolutionizing Time Series Forecasting with Lightning
    Scaling Accelerated Drug Discovery with Grid
    University of British Columbia uses Grid.ai
    Solving Complex Macroeconomic Problems With Machine Learning