Neural Networks
Deep learning fundamentals.
Learning Objectives
- Understand neural network principles
- Master backpropagation
- Learn activation functions and optimizers
Topics
1. Neural Network Basics
- Perceptron
- Activation Functions
- Forward Propagation
2. Backpropagation
- Chain Rule
- Gradient Computation
3. Optimization
- SGD / Adam / AdamW