Matrices Courses and Certifications

Donato Capitella

Neural Networks and Multi-Layer Perceptrons - Understanding the Fundamentals

Dive into the fundamentals of neural networks, exploring artificial neurons, multi-layer perceptrons, and vectorization techniques for optimized GPU processing and efficient network implementation.

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

Kode Kloud

How Vector Databases Work - AI Search and Semantic Understanding

Discover how vector databases revolutionize AI search through semantic understanding, embeddings, and similarity scoring with hands-on ChromaDB implementation demos.

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

Krish Naik

Build RAG Pipeline From Scratch - Data Ingestion to Vector DB Pipeline - Part 1

Master building RAG pipelines from scratch using LangChain - cover data ingestion, preprocessing, embeddings, and vector database storage for powerful AI applications.

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

Graham Neubig

Neural Networks for Natural Language Processing 2021

Master neural network architectures for natural language processing through comprehensive coverage of RNNs, attention mechanisms, transformers, and advanced NLP techniques.

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

echohive

LlamaIndex (GPT Index) - Complete Tutorial and Semantic Search Implementation

Discover how to build semantic search applications and synthesize answers using Llama Index with GPT models, OpenAI embeddings, and Vector databases through hands-on projects.

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

Let's Code Physics

Linear Algebra for Physics with Python

Master linear algebra fundamentals through physics applications using Python, covering matrix operations, circuit analysis, and Lorentz transformations.

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

Let's Code Physics

Coding for High School Physics

Master programming fundamentals while exploring physics concepts through interactive simulations covering mechanics, waves, electricity, magnetism, and relativity.

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

Nate Herk | AI Automation

Beginner's Guide to Metadata - Make Your RAG Agents Smarter

Discover how to enhance RAG agents with metadata to track exact sources, timestamps, and improve retrieval accuracy using no-code n8n workflows and vector databases.

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

Nate Herk | AI Automation

Store All Data Types with Agentic RAG in n8n

Discover how Agentic RAG revolutionizes data retrieval by adding reasoning before database queries, enabling smarter AI systems that handle all data types beyond simple vector searches.

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

Nate Herk | AI Automation

Vector Database Optimization with n8n - Metadata, Text Splitting, and Embeddings

Master vector database optimization techniques including embeddings, metadata handling, and text splitting strategies for building effective RAG systems using n8n and Pinecone.

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

Complexity Explorer

Vector and Matrix Algebra Tutorial

Master fundamental linear algebra concepts including vectors, matrices, determinants, eigenvalues, and their applications in geometric transformations and Markov chains.

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

Weights & Biases

Building LLM-Powered Apps Course

Master LLM app development with APIs, LangChain & W&B Prompts through hands-on experiments, prompt engineering, evaluation techniques, and advanced architectures for production-ready applications.

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

CodeEmporium

Deep Learning 101 - Zero to Hero for Deep Learning

Discover neural networks from scratch with hands-on implementation, backpropagation, optimizers, loss functions, and advanced techniques like transfer learning and NLP applications.

• YouTube
• 2 hours 29 minutes
• Self-Paced
• Free Video

Physics with Professor Matt Anderson

Coordinate Systems and Vectors - Module 3

Master coordinate systems and vectors to build a solid foundation for understanding physics in three-dimensional space through practical examples and applications.

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

Michael Penn

Vectors for Multivariable Calculus

Master vector fundamentals including length, operations, dot/cross products, projections, and applications for multivariable calculus success.

• YouTube
• 1 hour 53 minutes
• Self-Paced
• Free Video