Table of contents
Below is our tentative schedule. It is subject to change. Please consult Canvas for up to date information.
- Chapter 1 - Knowledge Discovery and Data Science Ethics
- Chapter 2 - Data Science Methodology and Preliminaries
- Chapter 3 - Neural networks
- Chapter 4 - Decision Trees
- Chapter 5 - Decision by Committee
- Chapter 6 - Unsupervised Learning
- Chapter 7 - Dimensionality reduction
- Chapter 8 - Recommendation Systems: Collaborative Filtering
- Chapter 9 - Natural language processing
- Chapter 10 - Ranking algorithms
Useful material not covered directly above.