IIT MADRAS BS STUDY NOTES

Deep
Learning.

Understand neural networks from the first neuron to backpropagation and optimization, with illustrated explanations and worked examples.

Available weeks

Weeks 1–4 · 24 pages
01
WEEK 1

Neurons, perceptrons and learning

4 lessons · 2 revision and practice pages · 10 lesson illustrations

Open week →
02
WEEK 2

Sigmoid neurons and gradient descent

4 lessons · 2 revision and practice pages · 8 lesson illustrations

Open week →
03
WEEK 3

Feedforward networks and backpropagation

4 lessons · 2 revision and practice pages · 9 lesson illustrations

Open week →
04
WEEK 4

Optimization, momentum and learning rates

4 lessons · 2 revision and practice pages · 9 lesson illustrations

Open week →