Introduction to Coding Neural Networks with PyTorch and Lightning
StatQuest with Josh Starmer via YouTube
Overview
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Explore coding neural networks using PyTorch and Lightning in this 21-minute tutorial. Learn how to simplify neural network development, enhance code portability across computing environments, and automate learning rate discovery. Begin with a review of basic PyTorch concepts before diving into coding a pretrained neural network using PyTorch and Lightning. Progress through the training process, discover techniques for finding optimal learning rates, and leverage GPU acceleration with Lightning. Gain valuable insights into streamlining your neural network development workflow and improving overall efficiency.
Syllabus
Awesome song and introduction
Review of basic PyTorch
Coding a pretrained neural network with PyTorch + Lightning
Training a neural network with PyTorch + Lightning
Using Lightning to find a good Learning Rate
Taking advantage of GPU acceleration with Lightning
Taught by
StatQuest with Josh Starmer