Part 3: Deep Learning Fundamentals
Build neural networks from scratch, understand backpropagation, and learn to train deep networks effectively.
Chapters in This Part
Chapter 9: Neural Network Foundations
Perceptrons, MLPs, activation functions, and backpropagation....
Enthusiast
Intermediate
90 min
Chapter 10: Training Deep Networks
Initialization, optimizers, regularization, and experiment tracking....
Intermediate
90 min
Chapter 11: Convolutional Neural Networks
CNN architecture, transfer learning, and object detection....
Intermediate
Advanced
120 min
Chapter 12: Sequence Models
RNNs, LSTMs, GRUs, and attention mechanisms....
Intermediate
Advanced
105 min