We use a standard notation for the course outlined below. Notation in Machine Learning is not totally consistent, since ML overlaps with many other fields. Nonetheless, certain standards have emerged, and we have attempted to adhere to those standards.

1️⃣ Numbers & Arrays

2️⃣ Sets & Graphs

3️⃣ Indexing & Operators

4️⃣ Functions

5️⃣ Calculus

6️⃣ Linear Algebra

7️⃣ Probability and Information Theory

8️⃣ Machine Learning