Course curriculum

  1. 01

    • Installation
  2. 02

    • Project 1 Introduction

    • Information

    • Setup

    • Quiz - Galaxies

    • Astronomy Imaging

    • Creating a Universe

    • Taking images - pixellating

    • Taking images - blur

    • Taking images - noise

    • Quiz - Dictionaries

    • Quiz - Imaging

    • Saving images

    • Provided data

    • Quiz - Storing data

    • Project 1 Upload
  3. 03

    • Setup

    • Loading Data

    • Quiz - Dataframes

    • Splitting Data

    • Quiz - functions 1

    • Loading Images

    • Training a NN

    • Testing a NN

    • Subsampling

    • Downsampling

    • True Positives and False Postiives

    • ROC Curves

    • Confusion Matrix

    • Metrics

    • Quiz - metrics

    • Saving and Loading models

    • Quiz - Functions 2

    • Quiz - Statistics

    • Project 2 Upload
  4. 04

    • Setup

    • Convolutional Neural Network Theory

    • Preprocessing Data

    • One-hot Encoding

    • Classifying and Testing

    • Training the CNN

    • Multi-class Confusion Matrix

    • Displaying results

    • Quiz - NN vs CNN

    • Project 3 Upload