Table of contents

1. Syllabus
2. Schedule

Schedule

Below is our tentative schedule. It is subject to change. Please consult Canvas for up to date information.

Week 1

• Syllabus
• Icebreaker
• Chapter 1 - Knowledge Discovery and Data Science Ethics

Week 2

• Chapter 2 - Data Science Methodology and Preliminaries

Week 3

• Chapter 3 - Neural networks

Week 4

• Chapter 4 - Decision Trees

Week 5

• Chapter 5 - Decision by Committee

Week 6

• Chapter 6 - Unsupervised Learning

Week 7

• Chapter 7 - Dimensionality reduction

Week 8

• Chapter 8 - Recommendation Systems: Collaborative Filtering

Week 9

• Chapter 9 - Natural language processing

Week 10

• Chapter 10 - Ranking algorithms

Other

Useful material not covered directly above.

• Neural Network Hacking Recipe