Mathematics and Development Techniques for AI
Prerequisites to understand ML and DL
These are my notes on the MMAI 863 course taught by the affable Dr Rodolpho Rivas at Queen’s University. They are not necessarily in the order of the course. I buttressed them with some notes from Calc Workshop, a fantastic resource.
Any mistakes on the notes are mine alone.
Articles
- Basic Calculus for AI
- Basic Calculus for AI, part 2
- Basic Calculus for AI, part 3
- Basic Calculus for AI, part 4
- Basic Calculus for AI, part 5
- Probability and Statistic Primer
- Machine Learning Concepts
- Linear Regression
- Linear Regression Part 2: Validation
- Classification
- The Curse of Dimensionality
- A Linear Arithmetic One-Pager