Session 1

Lecture slides: Here

GD – Hands-on: exercises and solution.

SGD – Hands-on: exercises and solution.

Session 2

Lecture slides: Part A, Part B

Accelerated GD – Hands-on: exercises and solution.

SGD variants – Hands-on: exercises and solution.

Session 3

Lecture slides: Hands-on: Part A, Part B

Hidden layer, ELM – Hands-on: exercises and solution.

Backpropagation – Hands-on: exercises and solution.

Session 4

Lecture slides: Here

TensorFlow own variant – Hands-on: exercises and solution.