Matrix Multiplication Courses and Certifications

Vector and Matrix Operations with NumPy

Master essential vector and matrix operations in NumPy, from basic arithmetic to advanced techniques like matrix inversion, while building practical linear algebra skills for data manipulation.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Neural Networks Fundamentals: Neurons and Layers

Discover how neurons process information and build dense layers from scratch using JavaScript through hands-on implementation and activation functions.

• CodeSignal
• 2 hours
• On-Demand
• Free Certificate

Vector and Matrix Operations with R

Master essential vector and matrix operations in R including addition, subtraction, multiplication, and inversion through hands-on linear algebra practice.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Statistics with Python Using NumPy, Pandas, and SciPy

Master statistical techniques with Python, using NumPy, Pandas, and SciPy for data science problems. Explore vector operations, probability, data distributions, linear relationships, and statistical inference.

• Coursera
• 19 hours 31 minutes
• On-Demand
• Paid Course

First Order Optical System Design

341 ratings at Coursera

Explore optical system design, from eyewear to telescopes. Learn first-order design techniques, use industry-standard software, and develop intuition for complex optical systems.

• Coursera
• 22 hours 9 minutes
• On-Demand
• Paid Course

Dynamic Programming, Greedy Algorithms

248 ratings at Coursera

Explore algorithm design techniques like divide-and-conquer, dynamic programming, and greedy algorithms. Learn about intractability and optimization problem-solving using linear/integer programming solvers.

• Coursera
• 1 day 14 hours 15 minutes
• On-Demand
• Paid Course

Numerical Methods and Optimization in Python

115 ratings at Udemy

Gaussian Elimination, Eigenvalues, Numerical Integration, Interpolation, Differential Equations and Operations Research

• Udemy
• 14 hours 3 minutes
• On-Demand
• Paid Course

Introduction to Quantum Computing for Everyone

44 ratings at edX

Explore quantum computing fundamentals, from applications to algorithms, gaining intuitive understanding of qubits, superposition, entanglement, and quantum circuits without complex mathematics.

• edX
• 5 weeks, 3-5 hours a week
• On-Demand
• Free Online Course (Audit)

Multivariable Calculus

Explore advanced calculus concepts for multivariable functions, including vector analysis, partial derivatives, multiple integrals, and theorems. Gain practical skills through lectures, problem-solving, and interactive applets.

• MIT OpenCourseWare
• On-Demand
• Free Online Course

Strange Loop Conference

It's Just Matrix Multiplication - Notation for Weaving

Explore weaving notation, from basic terminology to complex network drafting, revealing connections between textile patterns and mathematical concepts like matrix multiplication.

• YouTube
• 38 minutes
• On-Demand
• Conference Talk

3Blue1Brown

Essence of Linear Algebra

Discover linear algebra fundamentals through stunning visual explanations covering vectors, transformations, matrices, eigenvalues, and geometric interpretations.

• YouTube
• 3 hours 1 minute
• On-Demand
• Free Video

Parallel and Concurrent Programming with Java 2

146 ratings at LinkedIn Learning

Take a deeper dive into the key mechanisms for writing concurrent and parallel programs. Discover how to parallelize a sequential program.

• LinkedIn Learning
• 2 hours 14 minutes
• On-Demand
• Free Trial Available

USENIX

Voltrix - Sparse Matrix-Matrix Multiplication on Tensor Cores with Asynchronous and Balanced Kernel Optimization

Discover Voltrix-SpMM, a revolutionary GPU kernel design that optimizes sparse matrix multiplication on Tensor Cores using asynchronous data loading and balanced computation strategies.

• YouTube
• 19 minutes
• On-Demand
• Free Video

Simons Institute

Approximate Coding for Matrix Multiplication in Optimization and Learning

Explore innovative approaches to coded matrix multiplication, focusing on approximate results for faster computation in optimization and learning applications.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Open Compute Project

Challenges and Trends in Sparse Matrix Multiplication on HPC Workloads

Explore recent advancements in sparse matrix multiplication for HPC, examining hardware accelerators, software innovations, and optimization techniques to enhance efficiency in scientific computing and AI applications.

• YouTube
• 14 minutes
• On-Demand
• Free Video