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Mathematics for Machine Learning

Learn each chapter, work through guided checkpoints, then test recall in the linked quiz.

Progress overview

Lessons
12
Questions
144
Completed
0
Active
0

Estimated quiz time: about 720 minutes, plus guided reading. Progress remains local to this browser.

Chapter learning paths

01 - Introduction and Motivation

Advanced mastery of Chapter 1, covering every named section and exercise-style synthesis across book pages 11-16.

0/4 lesson sections0% learned
Status
Not started
Quiz recall
0%
Duration
~60 min
Remaining
12 questions

02 - Linear Algebra

Advanced mastery of Chapter 2, covering every named section and exercise-style synthesis across book pages 17-69.

0/4 lesson sections0% learned
Status
Not started
Quiz recall
0%
Duration
~60 min
Remaining
12 questions

03 - Analytic Geometry

Advanced mastery of Chapter 3, covering every named section and exercise-style synthesis across book pages 70-97.

0/4 lesson sections0% learned
Status
Not started
Quiz recall
0%
Duration
~60 min
Remaining
12 questions

04 - Matrix Decompositions

Advanced mastery of Chapter 4, covering every named section and exercise-style synthesis across book pages 98-138.

0/4 lesson sections0% learned
Status
Not started
Quiz recall
0%
Duration
~60 min
Remaining
12 questions

05 - Vector Calculus

Advanced mastery of Chapter 5, covering every named section and exercise-style synthesis across book pages 139-171.

0/4 lesson sections0% learned
Status
Not started
Quiz recall
0%
Duration
~60 min
Remaining
12 questions

06 - Probability and Distributions

Advanced mastery of Chapter 6, covering every named section and exercise-style synthesis across book pages 172-224.

0/4 lesson sections0% learned
Status
Not started
Quiz recall
0%
Duration
~60 min
Remaining
12 questions

07 - Continuous Optimization

Advanced mastery of Chapter 7, covering every named section and exercise-style synthesis across book pages 225-248.

0/4 lesson sections0% learned
Status
Not started
Quiz recall
0%
Duration
~60 min
Remaining
12 questions

08 - When Models Meet Data

Advanced mastery of Chapter 8, covering every named section and exercise-style synthesis across book pages 251-288.

0/4 lesson sections0% learned
Status
Not started
Quiz recall
0%
Duration
~60 min
Remaining
12 questions

09 - Linear Regression

Advanced mastery of Chapter 9, covering every named section and exercise-style synthesis across book pages 289-315.

0/4 lesson sections0% learned
Status
Not started
Quiz recall
0%
Duration
~60 min
Remaining
12 questions

10 - Dimensionality Reduction with Principal Component Analysis

Advanced mastery of Chapter 10, covering every named section and exercise-style synthesis across book pages 317-343.

0/4 lesson sections0% learned
Status
Not started
Quiz recall
0%
Duration
~60 min
Remaining
12 questions

11 - Density Estimation with Gaussian Mixture Models

Advanced mastery of Chapter 11, covering every named section and exercise-style synthesis across book pages 348-368.

0/4 lesson sections0% learned
Status
Not started
Quiz recall
0%
Duration
~60 min
Remaining
12 questions

12 - Classification with Support Vector Machines

Advanced mastery of Chapter 12, covering every named section and exercise-style synthesis across book pages 370-392.

0/4 lesson sections0% learned
Status
Not started
Quiz recall
0%
Duration
~60 min
Remaining
12 questions