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Phase 03 · 13 lessons
Deep Learning Core
Neural networks from first principles. No frameworks until you build one.
01The PerceptronBuild02Multi-Layer Networks and Forward PassBuild03Backpropagation from ScratchBuild04Activation FunctionsBuild05Loss FunctionsBuild06OptimizersBuild07RegularizationBuild08Weight Initialization and Training StabilityBuild09Learning Rate Schedules and WarmupBuild10Build Your Own Mini FrameworkBuild11Introduction to PyTorchBuild12Introduction to JAXBuild13Debugging Neural NetworksBuild