Free Online Linear Algebra Courses & MOOCs

Coursera

Johns Hopkins University

Advanced Linear Models for Data Science 2: Statistical Linear Models (Coursera)

Statistics & Data Analysis Data Science

Dive into the world of Advanced Linear Models for Data Science with Class 2: Statistical Linear Models. This course is designed to provide a deep understanding of least squares from both linear algebraic and mathematical perspectives. Suitable for those with a basic grasp of linear algebra, multivariate calculus, statistics, regression models, proof-based mathematics, and R programming.

Oct 26th 2026

4 Weeks

Algebra Linear Algebra Data Science

Coursera

Korea Advanced Institute of Science and Technology - KAIST

Math for AI beginner part 1 Linear Algebra (Coursera)

Sci: Mathematics

Embark on a journey to understand the mathematical backbone of Artificial Intelligence (AI) with 'Math for AI beginner part 1: Linear Algebra'. This comprehensive course is designed for beginners who want to delve into the world of machine learning, deep-learning, support vector machines and more. Learn how linear algebra forms the basis for these complex algorithms and gain practical skills in applying these mathematical concepts to real-world AI applications.

Oct 26th 2026

5-12 Weeks

Math Artificial Intelligence Linear Algebra

Coursera

Johns Hopkins University

Advanced Linear Models for Data Science 1: Least Squares (Coursera)

Statistics & Data Analysis Data Science

Dive into the world of advanced linear modeling with our introductory course on Least Squares. Gain a solid foundation in linear algebra, multivariate calculus, statistics, and regression models as you learn how to apply least squares methods effectively in data science projects. This course is perfect for those looking to deepen their understanding of predictive analytics.

Oct 19th 2026

5-12 Weeks

Linear Algebra Linear Regression Data Science

Coursera

Alberta Machine Intelligence Institute

Data for Machine Learning (Coursera)

Statistics & Data Analysis Data Science

Embark on a journey to understand the critical role that data plays in the success of your applied machine learning model. This course delves into the essential aspects of data collection, preparation, and analysis, providing you with the knowledge needed to build robust models.

Oct 12th 2026

4 Weeks

Python Machine Learning Linear Algebra

Coursera

The Hong Kong University of Science and Technology - HKUST

Matrix Algebra for Engineers (Coursera)

Sci: Mathematics

Discover the fundamentals of Matrix Algebra tailored specifically for engineers in this concise yet thorough online course. Learn to apply linear algebra effectively, enhancing your problem-solving capabilities and deepening your understanding of complex engineering problems.

Oct 12th 2026

4 Weeks

Math Algebra Linear Algebra

Coursera

IBM

Deep Learning and Reinforcement Learning (Coursera)

Data Science

Dive into the world of cutting-edge Machine Learning disciplines with our 'Deep Learning and Reinforcement Learning' course. Learn about Neural Networks, modern Deep Learning architectures, and apply these concepts to Supervised and Unsupervised Learning scenarios. This course is ideal for those looking to advance their skills in AI and machine learning.

Oct 12th 2026

5-12 Weeks

Calculus Python Statistics

Coursera

IBM

Specialized Models: Time Series and Survival Analysis (Coursera)

Data Science

Dive into the world of specialized machine learning models with 'Specialized Models: Time Series and Survival Analysis'. This comprehensive online course will equip you with essential skills in forecasting and analyzing complex datasets that involve time components or censored data. Perfect for professionals looking to advance their predictive modeling expertise.

Oct 12th 2026

4 Weeks

Calculus Python Statistics

Coursera

University of Colorado Boulder

Generalized Linear Models and Nonparametric Regression (Coursera)

Statistics & Data Analysis Data Science

Dive into the world of advanced statistical modeling with this specialized course. Learn about generalized linear models, logistic regression for classification, nonparametric methods like kernel estimators and smoothing splines, and semi-parametric generalized additive models (GAMs). This course is designed to provide a strong conceptual foundation in these complex yet powerful tools essential for data scientists.

Oct 12th 2026

4 Weeks

Calculus Linear Algebra Linear Models

Coursera

University of Colorado Boulder

Essential Linear Algebra for Data Science (Coursera)

Sci: Mathematics

Embark on an accessible journey to grasp the core concepts of Linear Algebra crucial for Data Science. This course is designed for those who find traditional math intimidating, offering a straightforward route to understanding key linear algebra principles that underpin modern data analysis and machine learning techniques.

Oct 12th 2026

5-12 Weeks

Math Algebra Linear Algebra