Linear Algebra


Cover of Linear Algebra
Cover from Open Library

This book is part of my planned mathematical study essential for machine learning and AI research.

Why it’s in my collection: I selected Friedberg’s text specifically for its theoretical approach to linear algebra after researching alternatives like Strang and Axler. Linear algebra forms the mathematical backbone of most machine learning techniques, and I want to understand these concepts at a fundamental level rather than just their applications. I’m particularly interested in developing a deeper intuition for eigendecomposition and singular value decomposition, as these techniques appear repeatedly in dimensionality reduction and recommendation systems I hope to work with.

A detailed reflection will be added after I complete this book.