Matrices Courses and Certifications

Vectors

Understand vectors as a shift in space, then add and subtract them, work out magnitude and direction, and break vectors down into components.

• Brilliant
• Self-Paced
• Paid Course

Matrix Calculus for Machine Learning and Beyond - IAP 2023

Master matrix calculus for machine learning with MIT's comprehensive approach to derivatives in higher dimensions, optimization, and automatic differentiation techniques.

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

Code with Ania Kubów

Vector Embeddings for Beginners - OpenAI

Learn to create and utilize vector embeddings for AI applications, including text analysis, database integration, and building an AI assistant using OpenAI and Langchain.

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

Code with Ania Kubów

Build a Semantic Search App Using Next.js and SingleStoreDB

Learn to create a semantic search app with Next.js and SingleStoreDB, focusing on vector embeddings and efficient data retrieval for enhanced search functionality.

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

Wrath of Math

Linear Algebra Exercises - Practice Problems and Solutions

Enhance your knowledge of linear algebra through comprehensive exercises covering matrices, transformations, eigenvalues, and vector spaces with detailed solutions.

• YouTube
• 7 hours 56 minutes
• Self-Paced
• Free Video

Weights & Biases

Math for Machine Learning

Master essential mathematical foundations including linear algebra, calculus, and probability theory specifically designed for machine learning applications.

• YouTube
• 4 hours 58 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to C++ Game Programming

Master C++ game programming fundamentals including ECS architecture, vector math, collision detection, AI, and physics using SFML graphics library.

• YouTube
• 1 day 5 hours 24 minutes
• Self-Paced
• Free Video

Dave Churchill

Introduction to C++ Game Programming (2021-09)

Master C++ game programming fundamentals including ECS architecture, collision detection, AI, physics, and rendering using SFML graphics library.

• YouTube
• 1 day 3 hours 5 minutes
• Self-Paced
• Free Video

CppNuts

Array Interview Questions - Data Structures and Algorithms Practice

Master essential array algorithms and data structures through 15 challenging interview problems, from reversing arrays to finding subarrays with given sums.

• YouTube
• 1 hour 39 minutes
• Self-Paced
• Free Video

CMU Database Group

CMU Advanced Database Systems - Spring 2024

Master advanced database system internals including OLAP architectures, query optimization, vectorized execution, and modern data warehouse implementations like BigQuery and Snowflake.

• YouTube
• 1 day 3 hours 12 minutes
• Self-Paced
• Free Video

CMU Database Group

Advanced Database Systems - Spring 2023

Dive into advanced database system internals, query optimization, and modern analytical architectures through CMU's comprehensive graduate-level curriculum.

• YouTube
• 1 day 3 hours 8 minutes
• Self-Paced
• Free Video

Qiskit

Quantum Machine Learning - 2021 Qiskit Global Summer School

Dive into quantum machine learning through hands-on labs, lectures on quantum algorithms, variational classifiers, quantum kernels, and hardware-efficient approaches for next-gen applications.

• YouTube
• 1 day 21 minutes
• Self-Paced
• Free Video

Abhishek Thakur

Applied Machine Learning Framework

Master building a comprehensive ML framework from cross-validation to categorical features, binary classification metrics, and entity embeddings for real-world applications.

• YouTube
• 5 hours 22 minutes
• Self-Paced
• Free Video

Insights into Mathematics

Geometric Linear Algebra

Discover a visual approach to linear algebra emphasizing geometry, logic, and exact arithmetic through vectors, matrices, transformations, and applications to physics and geometry.

• YouTube
• 1 day 9 hours 34 minutes
• Self-Paced
• Free Video

Spahn's Science Lectures

College Physics 1 - Kinematics, Forces, and Energy

Master fundamental physics concepts from kinematics through energy conservation, covering motion, forces, Newton's laws, circular dynamics, rotation, momentum, and energy principles.

• YouTube
• 16 hours 40 minutes
• Self-Paced
• Free Video