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Free Resources

Curated videos, not random playlists

Hand-picked YouTube resources with focus notes — follow a roadmap, not random videos.

Resources

43

Curated videos

Free

33

No Pro needed

Languages

1

Levels

3

43 resources

Mastering LLM Inference Optimization From Theory to Cost Effective Deployment: Mark Moyou

AI Engineer · 34 min · intermediate · English

Mastering LLM Inference Optimization From Theory to Cost Effective Deployment: Mark Moyou

Intermediate
3-Langchain Series-Production Grade Deployment LLM As API With Langchain And FastAPI

Krish Naik · 27 min · intermediate · English

3-Langchain Series-Production Grade Deployment LLM As API With Langchain And FastAPI

Intermediate
OWASP's Top 10 Ways to Attack LLMs: AI Vulnerabilities Exposed

IBM Technology · 25 min · intermediate · English

OWASP's Top 10 Ways to Attack LLMs: AI Vulnerabilities Exposed

Intermediate
How to Build a Machine Learning/Data Science Portfolio That Gets You Hired!

Marina Wyss - AI & Machine Learning · 7 min · intermediate · English

How to Build a Machine Learning/Data Science Portfolio That Gets You Hired!

Intermediate
AI Engineer Roadmap: Become the top 1%

Akber Shaikh · 20 min · intermediate · English

AI Engineer Roadmap: Become the top 1%

Intermediate
Deploy Fine-Tuned Models with vLLM and LoRA

Ready Tensor · 30 min · advanced · English

Deploy Fine-Tuned Models with vLLM and LoRA

Reference for the deploy step of your capstone.

Advanced
Pro only
Pro

Principle AI · 25 min · advanced · English

Designing a system with generative AI & LLMs

Advanced
Pro only
Pro

Nodematic Tutorials · 18 min · intermediate · English

Getting Started with vLLM (Llama 3 Inference)

Intermediate
Pro only
Pro

NeuralNine · 20 min · advanced · English

vLLM: Easily Deploying & Serving LLMs

Advanced
Pro only
Pro

NVIDIA Developer · 30 min · advanced · English

Safe LLM Apps with NVIDIA NeMo Guardrails

Advanced
Pro only
Pro

Ready Tensor · 15 min · intermediate · English

LangSmith Tracing Tutorial

Intermediate
Pro only
Pro

Analytics Vidhya · 20 min · intermediate · English

RAG Evaluation Metrics Tutorial

Intermediate
Pro only
Pro

Alkademy Learning · 20 min · intermediate · English

Finetuning LLMs - PEFT, LoRA and QLoRA Explained

Intermediate
Pro only
Pro

Nicholas Renotte · 35 min · advanced · English

Fine Tune your own LLM using LoRA (custom dataset)

Advanced
Pro only
Pro

Mark Hennings · 18 min · advanced · English

LoRA & QLoRA Fine-tuning Explained In-Depth

Advanced
Pro only
Pro

Shaw Talebi · 28 min · intermediate · English

Fine-tuning Large Language Models (LLMs)

Intermediate
The Model Context Protocol (MCP)

Anthropic · 20 min · intermediate · English

The Model Context Protocol (MCP)

Full workshop — go deep.

Intermediate
MCP vs API: Simplifying AI Agent Integration

IBM Technology · 10 min · beginner · English

MCP vs API: Simplifying AI Agent Integration

Beginner
Conceptual Guide: Multi-Agent Architectures

LangChain · 18 min · advanced · English

Conceptual Guide: Multi-Agent Architectures

Advanced
Building Effective Agents with LangGraph

LangChain · 32 min · intermediate · English

Building Effective Agents with LangGraph

Intermediate
Connect an LLM to Python Functions (Tool Calling)

Dataquest · 25 min · intermediate · English

Connect an LLM to Python Functions (Tool Calling)

Intermediate
What are AI Agents?

IBM Technology · 12 min · beginner · English

What are AI Agents?

Beginner
Evaluating RAG Applications using RAGAs

Pavan Belagatti · 15 min · intermediate · English

Evaluating RAG Applications using RAGAs

Intermediate
Anthropic's Contextual Retrieval Explained

Prompt Engineering · 17 min · advanced · English

Anthropic's Contextual Retrieval Explained

Advanced
RAG Reranking Explained

pixegami · 18 min · advanced · English

RAG Reranking Explained

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

Krish Naik · 59 min · intermediate · English

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

Intermediate
What is Retrieval-Augmented Generation (RAG)?

IBM Technology · 7 min · beginner · English

What is Retrieval-Augmented Generation (RAG)?

Beginner
RAG Chunking Strategies Explained

SystemDR · 15 min · intermediate · English

RAG Chunking Strategies Explained

Intermediate
Vector Databases simply explained!

AssemblyAI · 5 min · beginner · English

Vector Databases simply explained!

Beginner
Vectoring Words (Word Embeddings) - Computerphile

Computerphile · 16 min · beginner · English

Vectoring Words (Word Embeddings) - Computerphile

Beginner
Zero-Shot, Few-Shot & Chain of Thought Explained

Prof. Ryan Ahmed · 18 min · beginner · English

Zero-Shot, Few-Shot & Chain of Thought Explained

Beginner
OpenAI Structured Output Tutorial

FuturMinds · 14 min · intermediate · English

OpenAI Structured Output Tutorial

Intermediate
Google's 9 Hour AI Prompt Engineering Course In 20 Minutes

Tina Huang · 20 min · beginner · English

Google's 9 Hour AI Prompt Engineering Course In 20 Minutes

Beginner
Temperature, Top-K & Top-P Explained

bababoss · 10 min · intermediate · English

Temperature, Top-K & Top-P Explained

Intermediate
Most devs don't understand how LLM tokens work

Matt Pocock · 11 min · intermediate · English

Most devs don't understand how LLM tokens work

Intermediate
Attention in transformers, step-by-step

3Blue1Brown · 26 min · intermediate · English

Attention in transformers, step-by-step

Intermediate
Transformers, the tech behind LLMs

3Blue1Brown · 27 min · intermediate · English

Transformers, the tech behind LLMs

Intermediate
[1hr Talk] Intro to Large Language Models

Andrej Karpathy · 60 min · beginner · English

[1hr Talk] Intro to Large Language Models

Beginner
The Essential Main Ideas of Neural Networks

StatQuest with Josh Starmer · 18 min · beginner · English

The Essential Main Ideas of Neural Networks

Optional second pass for a different angle.

Beginner
But what is a neural network?

3Blue1Brown · 19 min · beginner · English

But what is a neural network?

Beginner
A Gentle Introduction to Machine Learning

StatQuest with Josh Starmer · 13 min · beginner · English

A Gentle Introduction to Machine Learning

Beginner
Vectors | Essence of linear algebra

3Blue1Brown · 10 min · beginner · English

Vectors | Essence of linear algebra

Beginner
Python Full Course 2026 | Beginner to Advanced with AI Projects | Saumya Singh

Saumya Singh · 35 min · beginner · English

Python Full Course 2026 | Beginner to Advanced with AI Projects | Saumya Singh

Skim if you already know Python; do the exercises if new.

Beginner