Matrices Courses and Certifications

Sequence Models

31268 ratings at Coursera

Master sequence models for NLP tasks, including RNNs, LSTMs, and transformers. Apply these techniques to speech recognition, language modeling, and machine translation.

• Coursera
• 1 day 13 hours 7 minutes
• Self-Paced
• Paid Course

Vectors and Matrices

Discover how vectors describe movement in space through game programming and logo design, covering addition, scaling, transformations, polar coordinates, and dot products.

• Brilliant
• Self-Paced
• Paid Course

Introduction to R

8 ratings

Master the basics of data analysis in R, including vectors, lists, and data frames, and practice R with real data sets.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Career Certificate

Mathematics for Machine Learning

15062 ratings at Coursera

Gain essential mathematical foundations for machine learning, covering linear algebra, multivariate calculus, and dimensionality reduction with PCA. Build intuitive understanding and practical skills for advanced ML and data science.

• Coursera
• 4 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 3 courses

DeepLearning.AI;  Stanford

Supervised Machine Learning: Regression and Classification

32507 ratings at Coursera

Develop machine learning skills using Python, covering regression and classification techniques with hands-on practice in NumPy and scikit-learn for real-world AI applications.

• Coursera
• 1 day 9 hours 19 minutes
• Self-Paced
• Paid Course

Simons Institute

Matrix Data Structures

Explore efficient matrix data structures for fast algorithms, focusing on optimization techniques and their applications in computational mathematics.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Linear Algebra

8 ratings

This course covers matrix theory and linear algebra, emphasizing topics useful in other disciplines such as physics, economics and social sciences, natural sciences, and engineering.

• MIT OpenCourseWare
• 36 hours
• Self-Paced
• Free Video

Insights into Mathematics

Applications of 3x3 Matrices - Wild Linear Algebra A

Explore 3x3 matrices and their applications in 3D space, covering dilations, reflections, rotations, and projections. Learn key concepts and formulas for linear transformations in three dimensions.

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

Insights into Mathematics

Inverting 3x3 Matrices - Wild Linear Algebra A | NJ Wildberger

Comprehensive exploration of 3x3 matrix inversion, covering determinants, adjoints, and inverse properties. Includes theorem derivations, examples, and exercises for practical application.

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

Insights into Mathematics

More Applications of 2x2 Matrices - Wild Linear Algebra A

Explores advanced applications of 2x2 matrices in linear algebra, covering rotations, reflections, composition of transformations, and connections to calculus, with a focus on linear approximations and derivatives.

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

Derek Banas

Linear Algebra Fundamentals - Vectors, Matrices, and Operations

Comprehensive introduction to linear algebra covering vectors, matrices, and their operations. Explores applications in various fields and problem-solving techniques for systems of equations.

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

The Cherno

Matrices in Game Engine Development - Sparky Engine - Episode 5

Learn to create a matrix class for a game engine, focusing on 4x4 matrices and their implementation in OpenGL. Gain insights into game engine development through practical coding examples.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Steve Brunton

Gentle Introduction to Modeling with Matrices and Vectors - A Probabilistic Weather Model

Explore probabilistic weather modeling using matrices and vectors, with practical examples in Python and MATLAB. Learn to represent and update weather states mathematically.

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

Insights into Mathematics

Applications of 2x2 Matrices - Wild Linear Algebra A6

Explores 2x2 matrices, focusing on coordinate changes, linear equations, vector operations, and determinants. Covers fundamental concepts and applications in linear algebra.

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

Insights into Mathematics

Matrices, Determinants, and the Birth of Linear Algebra - A Historical Perspective

Explore the historical development of matrices and determinants, from ancient Chinese mathematics to modern linear algebra, featuring key contributors and their groundbreaking concepts.

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