Rhetoric: Power of persuasion: Where is it located in our brain?
Part I: Mathematical Modeling
Chapter 1: Introduction to Mathematical Modeling
Chapter 2: Machine Learning vis-a-vis Mathematical Modeling
Part II: Mathematical Tools
Chapter 3: Principal Component Analysis (link in chapter page 39)
Chapter 4: Gradient Descent
Chapter 5: Support Vector Machine
Chapter 6: Graphs (link in chapter page 67)
Chapter 7: Kalman Filter
Chapter 8: Markov Chain
Part III: Mathematical Optimization
Chapter 9: Exploring Optimization Techniques (link in chapter page 98)
Chapter 10: Optimization Techniques for Machine Learning