Linear Algebra Courses and Certifications

ACCU Conference

C++ and Linear Algebra

Explore the proposal for adding linear algebra support to C++'s standard library, discussing its importance, requirements, and potential applications in geometry and color manipulation.

• YouTube
• 1 hour 18 minutes
• Self-Paced
• Conference Talk

Simons Institute

Sketching for Linear Algebra - Basics of Dimensionality Reduction and CountSketch II

Explore dimensionality reduction and CountSketch techniques in linear algebra, focusing on advanced applications and theoretical foundations for data science.

• YouTube
• 1 hour 10 minutes
• Self-Paced
• Free Video

Tom Rocks Maths

Oxford Linear Algebra - Inner Product Space

Explore inner product spaces, bilinear forms, and orthonormal sets in linear algebra. Learn key concepts and proofs with practical examples and exercises to enhance understanding.

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

Tom Rocks Maths

Oxford Linear Algebra - Linear Transformations Explained

Explore linear transformations with Oxford mathematician Dr Tom Crawford, covering definitions, properties, and examples in R3, including matrix multiplication and differentiation.

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

Tom Rocks Maths

Oxford Linear Algebra - Dimension Formula for Vector Spaces

Explore the dimension formula for vector spaces through worked examples and a complete proof. Learn to calculate dimensions of subspaces and their intersections in R^4.

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

CppCon

Guide to Linear Algebra With the Eigen C++ Library

Explore the Eigen C++ library for linear algebra, covering setup, matrix decompositions, STL algorithm compatibility, and integration with C++23/26 features for scientific programming applications.

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

TabletClass Math

Solving Two Variable Linear Systems in Algebra

Master step-by-step techniques for solving two-variable linear systems through a clear demonstration that builds fundamental algebra problem-solving skills.

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

IAS | PCMI Park City Mathematics Institute

Quantum and Quantum-Inspired Linear Algebra: Block Encoding - Part 1

Delve into quantum singular value transformation (QSVT) framework, exploring its applications in quantum algorithms, data analysis, and machine learning through mathematical foundations and practical implementations.

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

Simons Institute

Sampling for Linear Algebra, Statistics, and Optimization I

Explore randomized numerical linear algebra techniques for efficient data analysis, covering sampling methods, matrix multiplication, and regression algorithms.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

Career Certificate

Mathematical Foundations for Deep Learning

193 ratings at CodeSignal

Master essential mathematical concepts - linear algebra, calculus, optimization, and statistics - to build a solid foundation for understanding and implementing deep learning algorithms effectively.

• CodeSignal
• 14 hours
• Self-Paced
• Free Certificate
• 5 courses

EuroPython Conference

From Linear Algebra to Machine Learning

Explore the mathematical foundations of machine learning, from linear algebra to optimization, with practical Python implementations using NumPy, SciPy, and TensorFlow.

• YouTube
• 33 minutes
• Self-Paced
• Conference Talk

PyCon US

Vectorize Using Linear Algebra and NumPy to Make Your Python Code Fast

Learn to optimize Python code using linear algebra and NumPy vectorization techniques. Discover how to replace inefficient loops with fast NumPy operations, significantly improving performance while maintaining readability.

• YouTube
• 29 minutes
• Self-Paced
• Conference Talk

Squid: Schools for Quantum Information Development

Qubit-Efficient Randomized Quantum Algorithms for Linear Algebra

Explore quantum algorithms for matrix sampling and linear algebra operations using minimal qubits, focusing on efficient methods without quantum data structures for practical quantum computing applications.

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

Dyalog User Meetings

Teaching Linear Algebra with APL - Dyalog Internship Experience

Explore an intern's journey developing APL-based linear algebra courses for university students, including creation process, testing, and outcomes for promoting APL in academia.

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

IEEE

Near Optimal Linear Algebra in the Online and Sliding Window Models

Explore near-optimal linear algebra techniques for streaming and sliding window models, focusing on randomized algorithms and their applications in data analysis.

• YouTube
• 24 minutes
• Self-Paced
• Conference Talk