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AI From Scratch/Phase 03/Lesson 01/~60 minutes

The Perceptron

BuildPython

The perceptron is the atom of neural networks. Split it open and you find weights, a bias, and a decision.

Back to phaseDeep Learning CoreNext lessonMulti-Layer Networks and Forward Pass

Phase 03

Deep Learning Core

01The Perceptron02Multi-Layer Networks and Forward Pass03Backpropagation from Scratch04Activation Functions05Loss Functions06Optimizers07Regularization08Weight Initialization and Training Stability09Learning Rate Schedules and Warmup10Build Your Own Mini Framework11Introduction to PyTorch12Introduction to JAX13Debugging Neural Networks
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Phase 03

Deep Learning Core

01The Perceptron02Multi-Layer Networks and Forward Pass03Backpropagation from Scratch04Activation Functions05Loss Functions06Optimizers07Regularization08Weight Initialization and Training Stability09Learning Rate Schedules and Warmup10Build Your Own Mini Framework11Introduction to PyTorch12Introduction to JAX13Debugging Neural Networks

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PerceptronSkillmain.jlCodeperceptron.pyCodeSource lessonSource