Course curriculum

  1. 01

    • 01 - Introduction

    • 02 - why Python

    • 03 - defining classes

    • 04 - class attributes

    • 05 - class methods

    • 06 - dataloader

    • 07 - train test

    • 08 - functions vs classes

    • Quiz - Classes
  2. 02

    • 01 - weights

    • 02 - bias

    • 03 - activation_function

    • 04 - neuron

    • Quiz - Maths

    • Quiz - Neurons
  3. 03

    • 01 - layer matrices

    • 02 - layer class

    • 03 - nn

    • 04 - digits final

    • Quiz - Layers
  4. 04

    • 01 - cost

    • 02 - gradients

    • 03 - gradient descent

    • 04 - backprop

    • 05 - testing

    • Quiz - ML
  5. 05

    • 01 - converting testing
  6. 06

    • 01 - pulsars

    • 02 - dataframe

    • 02a - data

    • 03 - scaling

    • 04 - importing

    • 05 - preprocessing

    • 06 - training

    • 07 - cleanup

    • Quiz - Astronomy 1
  7. 07

    • 01 - orbits

    • 02 - dataloader

    • 03 - inheritance

    • 04 - test

    • 05 - final

    • Quiz 7 - Astronomy 2

    • Project upload