Linear Algebra Courses and Certifications

Linear Algebra and Regression Fundamentals for Data Science

Master linear algebra and regression techniques using Python to build essential mathematical foundations for data science applications and predictive modeling.

• Coursera
• 16 hours 26 minutes
• Self-Paced
• Paid Course

矩阵分析（英文版）

introduce the key mathematical ideas in matrix theory, which are used in modern methods of matrix Lie groups, functional analysis, data analysis, scientific computing, optimization, and merely all quantitative fields of sci-ence and engineering.

• XuetangX
• Self-Paced
• Free Online Course

Matrix Analysis

introduce the key mathematical ideas in matrix theory, which are used in modern methods of matrix Lie groups, functional analysis, data analysis, scientific computing, optimization, and merely all quantitative fields of sci-ence and engineering.

• XuetangX
• Self-Paced
• Free Online Course

Building Regression Models with Linear Algebra

Learn to build and apply regression models using linear algebra, including least squares method and Python implementation. Gain practical skills for real-world data analysis and prediction.

• Coursera
• 6 hours 19 minutes
• Self-Paced
• Paid Course

Mathematical Foundations for Machine Learning

Gain insights into the mathematical foundations of machine learning, covering linear algebra, probability, statistics, and calculus through intuitive visualizations and practical applications for ML algorithms.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

Capstone: Data Science Problem in Linear Algebra Framework

In this course, you'll review the specifics of the Capstone project. In addition, you will create and run your regression model and share your results with your peers. Let's get started!

• Coursera
• 8 hours 37 minutes
• Self-Paced
• Paid Course

IIT Roorkee;  NPTEL

Matrix Analysis with Applications

Comprehensive exploration of matrix theory and applications, covering computations, transformations, iterative methods, and specialized topics for engineering and science students.

• Swayam
• 8 weeks
• Self-Paced
• Free Online Course

IIT Delhi;  NPTEL

Matrix Computation and its applications

Explore matrix applications in engineering and science, covering linear algebra, matrix norms, pseudo-inverse, singular value decomposition, and QR factorization for advanced computational techniques.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

Engineering Math: Differential Equations and Linear Algebra

Learn essential mathematical concepts for mechanical engineering, focusing on linear algebra and differential equations with numerical problem-solving approaches.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

Calculus Revisited: Complex Variables, Differential Equations, and Linear Algebra

Master complex variables, differential equations, and linear algebra through 20 MIT videos and study guides, building on calculus foundations with topics like conformal mappings, eigenvectors, and Laplace transforms.

• MIT OpenCourseWare
• Self-Paced
• Free Online Course

Learn Algebra

Master algebra fundamentals to advanced concepts, including equations, matrices, polynomials, functions, logarithms, and conic sections. Develop problem-solving skills for real-world applications.

• YouTube
• 9 hours
• Self-Paced
• Free Video

ICTP-SAIFR

Linear Algebra - Class 1

Dive into the fundamentals of linear algebra with Oscar Reula in this comprehensive first class of the minicourse on Partial Differential Equations from ICTP-SAIFR.

• YouTube
• 2 hours 1 minute
• Self-Paced
• Free Video

The Bright Side of Mathematics

Linear Algebra

Umfassende Einführung in die lineare Algebra mit Schwerpunkt auf Matrizen, Determinanten, Eigenwerte und komplexe Zahlen. Praktische Anwendungen und Übungen vertiefen das Verständnis.

• YouTube
• 20 hours
• Self-Paced
• Free Video

Vector Space - Linear Algebra

6 ratings

In this course, you will learn about Vector Space. These concepts are very important for Engineering and Basic Science students. This course is very useful for B.Sc./B.Tech students as well as for M.Sc./M.Tech. students who are preparing for NET, GATE an…

• YouTube
• 10 hours
• Self-Paced
• Free Video

The Four Fundamental Subspaces and Least Squares

Explore the four fundamental subspaces of linear algebra with Gilbert Strang, understanding column spaces, nullspaces, and how to find the best solution when a matrix isn't invertible using the pseudoinverse concept.

• YouTube
• 27 minutes
• Self-Paced
• Free Video