Video Library
A curated, grouped list of free videos so you can dive into AI Fundamentals, Agents, MCP, Tools, System Design and much more.
AI Fundamentals
From Idea to AI: Building Applications with Generative AI
A practical overview of taking ideas to working GenAI apps.
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Stanford CS229: Machine Learning Course, Lecture 1 - Andrew Ng (Autumn 2018)
Start here for the classic ML foundations from Andrew Ng.
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What is a Vector Database? Powering Semantic Search & AI Applications
Understand vector databases and why they matter for AI systems.
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RAG vs Fine-Tuning vs Prompt Engineering: Optimizing AI Models
Compare core approaches for improving AI model behaviour and results.
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Machine Learning for Everybody – Full Course
A full, accessible course to get comfortable with ML ideas.
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Python TensorFlow for Machine Learning – Neural Network Text Classification Tutorial
Build a text classifier with TensorFlow step-by-step.
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Statistics - A Full University Course on Data Science Basics
A full stats course to ground your data science fundamentals.
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Fine-tuning ChatGPT with OpenAI Tutorial
How to fine-tune ChatGPT with OpenAI tools.
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Create a Large Language Model from Scratch with Python – Tutorial
From first principles to a working LLM in Python.
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Introduction to Generative AI
An approachable intro to GenAI concepts.
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7 AI Terms You Need to Know: Agents, RAG, ASI & More
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Beyond the Prototype: Using AI to Write High-Quality Code - Josh Albrecht, Imbue
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Does AI Actually Boost Developer Productivity? (100k Devs Study)
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Dynamic Programming?
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All Machine Learning algorithms explained in 17 min
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32 Machine Learning Facts That Make No Sense
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What is Machine Learning? Your 2025 Guide to the AI Revolution
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22 Machine Learning Projects
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The High-Paying AI Job Nobody Knows About (Yet) ft. Rachel Woods
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How to Build Your AI Writing System: The FULL Walkthrough
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Rise of the AI Architect
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Agents
Build your first Agentic AI app step-by-step with Strands Agents & MCP
Hands-on walkthrough using Strands Agents and MCP to build an agentic AI app.
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Guide to Agentic AI – Build a Python Coding Agent with Gemini
Step-by-step guide to building a coding agent using Gemini.
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How to use Microsoft Copilot Studio
Build and manage copilots with Microsoft Copilot Studio.
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How to Create AI Agents in Microsoft SharePoint & Teams
Create AI agents integrated with SharePoint and Teams.
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Advanced Context Engineering for Agents
Techniques for structuring and feeding context to agents.
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Building Multimodal AI Agents From Scratch — Apoorva Joshi, MongoDB
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The Future of Knowledge Assistants: Jerry Liu
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Building and evaluating AI Agents — Sayash Kapoor, AI Snake Oil
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RAG Agents in Prod: 10 Lessons We Learned — Douwe Kiela, creator of RAG
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Building Effective Voice Agents
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AI Agent Voice Assistant with n8n & ElevenLabs
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Building voice agents with OpenAI
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Best practices for building agentic apps with Azure AI Foundry
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Build AI agents for fast, high-volume document automation in Copilot Studio
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Azure AI Foundry: The AI app and Agent Factory | BRK155
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What Are AI Agents Really About?
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Building Production-Ready RAG Applications: Jerry Liu
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Architecting Agent Memory: Principles, Patterns, and Best Practices
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MCP
Why MCP really is a big deal | Model Context Protocol with Tim Berglund
A clear look at why MCP matters.
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What is MCP? Integrate AI Agents with Databases & APIs
How MCP ties agents to your data and services.
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Why Everyone’s Talking About MCP?
What MCP is and why it’s being adopted.
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MCP vs API: Simplifying AI Agent Integration with External Data
How MCP compares to traditional API integration.
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99% of Developers Don't Get MCP
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System Design
7 Design Patterns EVERY Developer Should Know
Core software design patterns explained clearly.
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OpenSource AI Stack
Overview of an open-source AI tooling stack.
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System Design Was HARD - Until You Knew the Trade-Offs
Understand key trade-offs in system design.
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Top 5 Most-Used Deployment Strategies
Blue/green, canary, and more—deployment essentials.
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7 System Design Concepts Explained in 10 Minutes
Seven concepts demystified quickly.
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Top 3 Things You Should Know About Webhooks!
A quick guide to using webhooks well.
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Top 6 Most Popular API Architecture Styles
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Concurrency Vs Parallelism!
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Why is JWT popular? (Pros and Cons)
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System Design Interview – BIGGEST Mistakes to Avoid
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Algorithms You Should Know Before System Design Interviews
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Top 7 Most-Used Distributed System Patterns
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7 Must-know Strategies to Scale Your Database
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Apache Kafka Fundamentals You Should Know
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HTTP 1 Vs HTTP 2 Vs HTTP 3!
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System Design Concepts Course and Interview Prep
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Authentication Explained: When to Use Basic, Bearer, OAuth2, JWT & SSO
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Docker vs. Kubernetes: The ONLY Video You Need to Finally Understand Containers!
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Why Go's Garbage Collection is a Game Changer
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99% of Developers Don't Get RPCs
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LLVM vs GCC: Which Compiler RULES the Future of Programming?
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Docker Swarm vs Kubernetes: Which Do YOU Need?
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The GIL Is DEAD: Python's Is NOW Multithreaded
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Designing a Customer-Centric Business Model
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What Are Microservices Really All About?
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20 System Design Concepts You Must Know
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FAANG System Design Interview: Design A Location Based Service
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8 Most Important System Design Concepts You Should Know
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What is Data Pipeline?
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Pydantic is all you need: Jason Liu
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