Machine Learning
How machines learn from data: regression, trees, clustering, evaluation and the classic algorithms.
Beginner
Start here. No background needed beyond school maths.
AWS Sagemaker AI Crash Course-Customize and Deploy Any LLM
A crash course from Krish Naik on AWS Sagemaker AI Crash Course-Customize and Deploy Any LLM. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Krish Naik
I Tried Gemini 4 Argon And Its Just Amazing
A video from Krish Naik on I Tried Gemini 4 Argon And Its Just Amazing. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Krish Naik
After AI, what's next for humans? - The pyramid of human evolution
A video from Serrano.Academy (Luis Serrano) on After AI, what's next for humans? - The pyramid of human evolution. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Serrano.Academy (Luis Serrano)
Agents, RAG, and Reasoning Models
A video from Serrano.Academy (Luis Serrano) on Agents, RAG, and Reasoning Models. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Serrano.Academy (Luis Serrano)
Alessandro Romano, Josh Starmer, Luis Serrano
A video from Serrano.Academy (Luis Serrano) on Alessandro Romano, Josh Starmer, Luis Serrano. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Serrano.Academy (Luis Serrano)
AMA with Luis Serrano
A video from Serrano.Academy (Luis Serrano) on AMA with Luis Serrano. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Serrano.Academy (Luis Serrano)
Another three (3) more lessons from my Pop!
A video from StatQuest (Josh Starmer) on Another three (3) more lessons from my Pop. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
StatQuest (Josh Starmer)
Build a Complete AI SaaS Application with Lovable
A video from Krish Naik on Build a Complete AI SaaS Application with Lovable. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Krish Naik
Complete End To End AI Forward Deployed Engineer(FDE) Project Implementation
A project-based tutorial from Krish Naik on Complete End To End AI Forward Deployed Engineer(FDE) Project Implementation. A good starting point for Machine Learning; no prior experience is assumed. Includes worked code you can follow along with. It plays here in the portal, and your progress is saved as you watch.
Krish Naik
Fine-Tune, Deploy & Serve Open LLMs with Crusoe Intelligence Foundry
A video from Krish Naik on Fine-Tune, Deploy & Serve Open LLMs with Crusoe Intelligence Foundry. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Krish Naik
How AI works in Super Simple Terms!!!
A video from StatQuest (Josh Starmer) on How AI works in Super Simple Terms. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
StatQuest (Josh Starmer)
How neural networks bend space
A video from Serrano.Academy (Luis Serrano) on How neural networks bend space. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Serrano.Academy (Luis Serrano)
Low Rank Adaptation (LoRA) - How to search for a needle in a much smaller haystack
A video from Serrano.Academy (Luis Serrano) on Low Rank Adaptation (LoRA) - How to search for a needle in a much smaller haystack. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Serrano.Academy (Luis Serrano)
Reinforcement Learning with Human Feedback (RLHF), Clearly Explained!!!
An explainer from StatQuest (Josh Starmer) on Reinforcement Learning with Human Feedback (RLHF). A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
StatQuest (Josh Starmer)
Reinforcement Learning with Neural Networks: Essential Concepts
A video from StatQuest (Josh Starmer) on Reinforcement Learning with Neural Networks: Essential Concepts. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
StatQuest (Josh Starmer)
Reinforcement Learning with Neural Networks: Mathematical Details
A video from StatQuest (Josh Starmer) on Reinforcement Learning with Neural Networks: Mathematical Details. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
StatQuest (Josh Starmer)
Reinforcement Learning: Essential Concepts
A video from StatQuest (Josh Starmer) on Reinforcement Learning: Essential Concepts. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
StatQuest (Josh Starmer)
Retrieval Augmented Generation (RAG), Search, and Vector Databases
A video from Serrano.Academy (Luis Serrano) on Retrieval Augmented Generation (RAG), Search, and Vector Databases. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Serrano.Academy (Luis Serrano)
StatQuest: Career Advice from Tech Industry Leaders
A video from StatQuest (Josh Starmer) on StatQuest: Career Advice from Tech Industry Leaders. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
StatQuest (Josh Starmer)
StatQuest: Random Forests Part 2: Missing data and clustering
A video from StatQuest (Josh Starmer) on StatQuest: Random Forests Part 2: Missing data and clustering. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
StatQuest (Josh Starmer)
The attention mechanism in higher dimensions
A video from Serrano.Academy (Luis Serrano) on The attention mechanism in higher dimensions. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Serrano.Academy (Luis Serrano)
The Essence of Linear Regression!!!
A video from StatQuest (Josh Starmer) on The Essence of Linear Regression. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
StatQuest (Josh Starmer)
The GELU, SiLU and SwiGLU activation functions, clearly explained!!!
An explainer from StatQuest (Josh Starmer) on The GELU, SiLU and SwiGLU activation functions. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
StatQuest (Josh Starmer)
The Simplex Algorithm, Mathematical Details!!!
A video from StatQuest (Josh Starmer) on The Simplex Algorithm, Mathematical Details. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
StatQuest (Josh Starmer)
The world's smallest attention mechanism
A video from Serrano.Academy (Luis Serrano) on The world's smallest attention mechanism. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Serrano.Academy (Luis Serrano)
The world's smallest transformer model
A video from Serrano.Academy (Luis Serrano) on The world's smallest transformer model. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Serrano.Academy (Luis Serrano)
Tokenization and Byte Pair Encoding
A video from Serrano.Academy (Luis Serrano) on Tokenization and Byte Pair Encoding. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Serrano.Academy (Luis Serrano)
Traditional SDLC Is Changing: Welcome to Vibe Coding & Agentic Engineering
A video from Krish Naik on Traditional SDLC Is Changing: Welcome to Vibe Coding & Agentic Engineering. A good starting point for Machine Learning; no prior experience is assumed. Includes worked code you can follow along with. It plays here in the portal, and your progress is saved as you watch.
Krish Naik
TRIPLE BAM!!! With Josh, Luis and special guest Brandon Rohrer
A video from StatQuest (Josh Starmer) on TRIPLE BAM!!! With Josh, Luis and special guest Brandon Rohrer. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
StatQuest (Josh Starmer)
TRIPLE BAM!!! With Josh, Luis and special guest Brandon Rohrer
A video from Serrano.Academy (Luis Serrano) on TRIPLE BAM!!! With Josh, Luis and special guest Brandon Rohrer. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Serrano.Academy (Luis Serrano)
Will AI help us, or make us dependent? - A Tale of Two Cities
A video from Serrano.Academy (Luis Serrano) on Will AI help us, or make us dependent? - A Tale of Two Cities. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Serrano.Academy (Luis Serrano)
Will Jev Replace LLM's? What is Jev From TypeSafe AI
An explainer from Krish Naik on Will Jev Replace LLM's? What is Jev From TypeSafe AI. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Krish Naik
Complete Guide to Build With An AI Software Engineer -Devin AI
A video from Krish Naik on Complete Guide to Build With An AI Software Engineer -Devin AI. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Krish Naik
Naive Bayes: Concepts and Code
A video from StatQuest (Josh Starmer) on Naive Bayes: Concepts and Code. A good starting point for Machine Learning; no prior experience is assumed. Includes worked code you can follow along with. It plays here in the portal, and your progress is saved as you watch.
StatQuest (Josh Starmer)
Vidya AI Is Here- Your Assisted AI To Learn AI From Basics
A video from Krish Naik on Vidya AI Is Here- Your Assisted AI To Learn AI From Basics. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Krish Naik
Will BDH replace Transformers? Post-Transformer AI Explained for Everyone
An explainer from Krish Naik on Will BDH replace Transformers? Post-Transformer AI Explained for Everyone. A good starting point for Machine Learning; no prior experience is assumed. It plays here in the portal, and your progress is saved as you watch.
Krish Naik
Decision and Classification Trees, Clearly Explained
How a decision tree chooses its questions, measures impurity and makes predictions.
StatQuest with Josh Starmer
Gradient Descent, Step-by-Step
Shows exactly how gradient descent finds the best parameters, one small step at a time.
StatQuest with Josh Starmer
Linear Regression, Clearly Explained
The idea behind fitting a line, R-squared and p-values for regression, explained without heavy maths.
StatQuest with Josh Starmer
Logistic Regression
How logistic regression predicts yes/no outcomes and how its S-shaped curve is fitted to data.
StatQuest with Josh Starmer
Machine Learning for Everybody: Full Course
A beginner-friendly tour of key ML ideas with code: regression, classification, neural nets and clustering.
freeCodeCamp
Machine Learning Fundamentals: Bias and Variance
A short explanation of the bias-variance trade-off and why simple and complex models fail in different ways.
StatQuest with Josh Starmer
Principal Component Analysis (PCA), Step-by-Step
A visual explanation of how PCA reduces many features to a few while keeping most of the information.
StatQuest with Josh Starmer
Random Forests Part 1: Building, Using and Evaluating
Shows how many decision trees are combined into a random forest, and why that usually beats a single tree.
StatQuest with Josh Starmer
StatQuest: Machine Learning
Short, step-by-step explanations of ML algorithms such as regression, trees, random forests, boosting and clustering.
StatQuest with Josh Starmer
Advanced
Once the basics are comfortable.
Build Production-Grade AI Agents with the Gemini Enterprise Agent Platform
A video from Krish Naik on Build Production-Grade AI Agents with the Gemini Enterprise Agent Platform. Best once you are comfortable with the basics of Machine Learning. It plays here in the portal, and your progress is saved as you watch.
Krish Naik
Optimization with Linear Programming (and the Simplex Algorithm), Main Ideas!!!
A video from StatQuest (Josh Starmer) on Optimization with Linear Programming (and the Simplex Algorithm). Best once you are comfortable with the basics of Machine Learning. It plays here in the portal, and your progress is saved as you watch.
StatQuest (Josh Starmer)
Expert
Research-level depth and specialist material.