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AI From Scratch/Phase 03/Lesson 11/~75 minutes

Introduction to PyTorch

BuildPython

You built the engine from pistons and crankshafts. Now learn the one everyone actually drives.

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Phase 03

Deep Learning Core

01The Perceptron 02Multi-Layer Networks and Forward Pass 03Backpropagation from Scratch 04Activation Functions 05Loss Functions 06Optimizers 07Regularization 08Weight Initialization and Training Stability 09Learning Rate Schedules and Warmup 10Build Your Own Mini Framework 11Introduction to PyTorch 12Introduction to JAX 13Debugging Neural Networks

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Phase 03

Deep Learning Core

01The Perceptron 02Multi-Layer Networks and Forward Pass 03Backpropagation from Scratch 04Activation Functions 05Loss Functions 06Optimizers 07Regularization 08Weight Initialization and Training Stability 09Learning Rate Schedules and Warmup 10Build Your Own Mini Framework 11Introduction to PyTorch 12Introduction to JAX 13Debugging Neural Networks

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PyTorch DebuggerPrompt PyTorch PatternsSkill pytorch_intro.pyCode Source lessonSource