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Phase 03: Deep Learning Core

AI From Scratch/Lesson 02/~90 minutes

Multi-Layer Networks and Forward Pass

One neuron draws a line. Stack them, and you can draw anything.

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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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