Mathematical Foundations

Purpose: The math you need to read papers and reason about models.

Outcomes

• Manipulate vectors and matrices in code.
• Apply probability and MLE.
• Design sound experiments.
• Understand optimizers.

Audience

Engineers who learned ML through libraries and want the underlying math.