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Ch 7: Deep Learning Foundations
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Chapter 7: Deep Learning Foundations
7 sections
Prerequisites: Supervised Learning, Mathematical Foundations
Chapter Overview
What a neuron does · Why we stack them · How backprop trains them · Practical choices
Sections
1
Neural Network Basics
2
Loss Functions
Deep dive
3
Backpropagation
THE concept
4
Training Stability
5
Nice to Know
7 topics
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Ch 6: Unsupervised Learning
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Ch 8: Training Deep Networks