Data Science & AI – Browse Learning Resources

MIT OCW

free course

Hands-On Deep Learning

Prof. Rama Ramakrishnan

This is a fast-paced introduction to deep learning with an emphasis on developing a practical understanding of how...

Digital Business & IT Engineering Computer Science

advanced

MIT OCW

free course

How to AI (Almost) Anything

Prof. Paul Liang

Artificial Intelligence (AI) holds great promise as a technology to enhance digital productivity, physical...

AI Machine Learning Computer Science

advanced

MIT OCW

free course

Introduction to Machine Learning

Prof. Leslie Kaelbling

This course introduces principles, algorithms, and applications of machine learning from the point of view of...

Computer Science Machine Learning Engineering

intermediate

MIT OCW

free course

Foundation Models and Generative AI

Rickard Gabrielsson

ChatGPT, Copilot, CLIP, Dall-E, Stable-Diffusion, AlphaFold, self-driving cars—is now the time that artificial...

AI Machine Learning Computer Science

intermediate

MIT OCW

free course

Introduction to Deep Learning

Alexander Amini

This is MIT’s introductory course on deep learning methods with applications to computer vision, natural language...

Machine Learning Visualization Engineering

intermediate

MIT OCW

free course

Mathematics of Big Data and Machine Learning

Dr. Jeremy Kepner

This course introduces the Dynamic Distributed Dimensional Data Model (D4M), a breakthrough in computer programming...

Engineering Data Science Digital Business & IT

intermediate

MIT OCW

free course

Introduction to Electrical Engineering and Computer Science I

Prof. Leslie Kaelbling

This course provides an integrated introduction to electrical engineering and computer science, taught using...

Electrical Engineering Computer Science Machine Learning

intermediate

MIT OCW

free course

AI 101

Brandon Leshchinskiy

Machine vision. Data wrangling. Reinforcement learning. What do these terms even mean?...

Engineering Machine Learning AI

intermediate

MIT OCW

free course

Deep Learning

Prof. Phillip Isola

This course covers the fundamentals of deep learning, including both theory and applications. Topics include neural...

Data Science, Analytics & Computer Technology Machine Learning Visualization

intermediate

MIT OCW

free course

Artificial Intelligence

Patrick Henry Winston

This course introduces students to the basic knowledge representation, problem solving, and learning methods of...

Computer Science Machine Learning Engineering

intermediate

MIT OCW

free course

Machine Learning

Rohit Singh

6.867 is an introductory course on machine learning which gives an overview of many concepts, techniques, and...

Mathematics Cognitive Science Computer Science

advanced

MIT OCW

free course

Machine Learning for Healthcare

Prof. Peter Szolovits

This course introduces students to machine learning in healthcare, including the nature of clinical data and the use...

Imaging Computer Science Public Health

advanced

MIT OCW

free course

FinTech: Shaping the Financial World

Prof. Gary Gensler

This course about financial technology, or FinTech, is for students wishing to explore the ways in which new...

Digital Business & IT Finance & Accounting Computer Science

advanced

MIT OCW

free course

Introduction to Probability and Statistics

Dr. Jeremy Orloff

This course provides an elementary introduction to probability and statistics with applications. Topics include...

Mathematics Science & Math

intermediate

MIT OCW

free course

Brains, Minds and Machines Summer Course

Prof. Tomaso Poggio

This course explores the problem of intelligence—its nature, how it is produced by the brain and how it could be...

Computer Science Biomedical Technologies Psychology

advanced

MIT OCW

free course

Mathematics of Machine Learning

Prof. Philippe Rigollet

Broadly speaking, Machine Learning refers to the automated identification of patterns in data. As such it has been a...

Mathematics Computer Science Machine Learning

advanced

MIT OCW

free course

Machine Vision

Prof. Berthold Horn

This course is an introduction to the process of generating a symbolic description of the environment from an...

Computer Science Machine Learning Visualization

intermediate

MIT OCW

free course

Data Analysis for Social Scientists

Prof. Esther Duflo

This course introduces methods for harnessing data to answer questions of cultural, social, economic, and...

Mathematics Economics Social Sciences

advanced

MIT OCW

free course

Statistical Thinking and Data Analysis

Prof. Cynthia Rudin

This course is an introduction to statistical data analysis. Topics are chosen from applied probability, sampling,...

Mathematics Computer Science Engineering

intermediate

MIT OCW

free course

Visual Navigation for Autonomous Vehicles (VNAV)

Prof. Luca Carlone

This course covers the mathematical foundations and state-of-the-art implementations of algorithms for vision-based...

Aerospace Engineering Computer Science Machine Learning

advanced

MIT OCW

free course

Generative Artificial Intelligence in K–12 Education

Prof. Harold Abelson

The emergence of transformer architectures in 2017 triggered a breakthrough in machine learning that today lets...

Educational Technology Pedagogy and Curriculum Computer Science

intermediate

MIT OCW

free course

Advances in Computer Vision

Prof. Vincent Sitzmann

This course dives into advanced concepts in computer vision. A first focus is geometry in computer vision, including...

AI Machine Learning Computer Science

advanced

MIT OCW

free course

Topics in Multiagent Learning

Prof. Gabriele Farina

While machine learning techniques have had significant success in single-agent settings, an increasingly large body...

AI Machine Learning Computer Science

advanced

MIT OCW

free course

The Battlecode Programming Competition

Maxwell Mann

This course is conducted as an artificial intelligence programming contest in Java. Students work in teams to...

Art, Design & Architecture Game Design Computer Science

intermediate

MIT OCW

free course

Probability and Statistics in Engineering

Prof. Daniele Veneziano

This class covers quantitative analysis of uncertainty and risk for engineering applications. Fundamentals of...

Mathematics Engineering Civil Engineering

advanced

MIT OCW

free course

Mathematical Statistics

Dr. Peter Kempthorne

This course provides students with decision theory, estimation, confidence intervals, and hypothesis testing. It...

Mathematics Economics Social Sciences

advanced

MIT OCW

free course

Ethics of AI Bias

Prof. Bernhardt Trout

This video aims to delve into the human problems brought out by issues in artificial intelligence, specifically with...

Philosophy Computer Science Engineering

beginner

MIT OCW

free course

Advanced Natural Language Processing

Prof. Michael Collins

This course is a graduate introduction to natural language processing - the study of human language from a...

Humanities Linguistics Computer Science

advanced

MIT OCW

free course

Medical Artificial Intelligence

Prof. Lucila Ohno-Machado

This course provides an intensive introduction to artificial intelligence and its applications to problems of...

Engineering Biological Engineering Computer Science

advanced

MIT OCW

free course

Robotic Manipulation

Prof. Russell Tedrake

Introduces the fundamental algorithmic approaches for creating robot systems that can autonomously manipulate...

Electrical Engineering Computer Science AI

intermediate

MIT OCW

free course

Introduction to Neural Networks

Prof. Sebastian Seung

This course explores the organization of synaptic connectivity as the basis of neural computation and learning....

Biology Cognitive Science Science & Math

advanced

MIT OCW

free course

Principles of Autonomy and Decision Making

Prof. Brian Charles Williams

This course surveys a variety of reasoning, optimization and decision making methodologies for creating highly...

Machine Learning Systems Thinking AI

intermediate

MIT OCW

free course

Elliptic Curves

Andrew V. Sutherland

This course offers a computationally focused introduction to elliptic curves, emphasizing their deep connections to...

Mathematics Engineering Computer Science

intermediate

MIT OCW

free course

Computing and Data Analysis for Environmental Applications

Prof. Dennis McLaughlin

This subject is a computer-oriented introduction to probability and data analysis. It is designed to give students...

Mathematics Environmental Engineering Computer Science

intermediate

MIT OCW

free course

Prediction: Machine Learning and Statistics

Prof. Cynthia Rudin

Prediction is at the heart of almost every scientific discipline, and the study of generalization (that is,...

Mathematics Computer Science Machine Learning

advanced

MIT OCW

free course

Minds and Machines

Prof. Alex Byrne

This course is an introduction to many of the central issues in a branch of philosophy called philosophy of mind.

Philosophy Computer Science Cognitive Science

intermediate

MIT OCW

free course

Collaborative Data Science for Healthcare

Leo A. Celi

This course provides an introductory survey of data science tools in healthcare. It was created by members of...

Machine Learning Data Science Engineering

advanced

MIT OCW

free course

Clinical Data Learning, Visualization, and Deployments

Marzyeh Ghassemi

HST.953 is a course about the practical considerations for operationalizing machine learning in healthcare settings....

Data Science, Analytics & Computer Technology AI Machine Learning

advanced

MIT OCW

free course

Numerical Methods Applied to Chemical Engineering

Prof. William Green

Numerical methods for solving problems arising in heat and mass transfer, fluid mechanics, chemical reaction...

Data Science Systems Engineering Mathematics

advanced

MIT OCW

free course

Machine Learning for Inverse Graphics

Prof. Vincent Sitzmann

This course covers fundamental and advanced techniques in this field at the intersection of computer vision,...

Machine Learning Visualization Engineering

advanced

MIT OCW

free course

Probability and Random Variables

Prof. Scott Sheffield

This course introduces students to probability and random variables. Topics include distribution functions,...

Mathematics Science & Math

intermediate

MIT OCW

free course

Underactuated Robotics

Prof. Russell Tedrake

Robots today move far too conservatively, using control systems that attempt to maintain full control authority at...

Machine Learning AI Electrical Engineering

advanced

MIT OCW

free course

Topics in Mathematics of Data Science

Dr. Afonso Bandeira

This is a mostly self-contained research-oriented course designed for undergraduate students (but also extremely...

Mathematics Computer Science Engineering

intermediate

MIT OCW

free course

Statistics for Applications

Prof. Philippe Rigollet

This course offers an in-depth the theoretical foundations for statistical methods that are useful in many...

Mathematics Science & Math

intermediate

MIT OCW

free course

Statistics for Brain and Cognitive Science

Emery N Brown

Provides students with the basic tools for analyzing experimental data, properly interpreting statistical reports in...

Mathematics Cognitive Science Science & Math

intermediate

MIT OCW

free course

High-Dimensional Statistics

Prof. Philippe Rigollet

This course offers an introduction to the finite sample analysis of high- dimensional statistical methods. The goal...

Mathematics Science & Math

advanced

MIT OCW

free course

Techniques in Artificial Intelligence (SMA 5504)

Prof. Tomás Lozano-Pérez

6.825 is a graduate-level introduction to artificial intelligence. Topics covered include: representation and...

Cognitive Science Computer Science Machine Learning

advanced

MIT OCW

free course

Statistics and Visualization for Data Analysis and Inference

Prof. Ed Vul

A whirl-wind tour of the statistics used in behavioral science research, covering topics including: data...

Visualization Data Science Engineering

advanced

MIT OCW

free course

Algorithmic Aspects of Machine Learning

Prof. Ankur Moitra

This course is organized around algorithmic issues that arise in machine learning. Modern machine learning systems...

Mathematics Computer Science Engineering

advanced

MIT OCW

free course

Medical Decision Support

Prof. Lucila Ohno-Machado

This course presents the main concepts of decision analysis, artificial intelligence, and predictive model...

Digital Business & IT Biological Engineering Computer Science

advanced

MIT OCW

free course

Applied Econometrics: Mostly Harmless Big Data

Prof. Joshua Angrist

This course covers empirical strategies for applied micro research questions. Our agenda includes regression and...

Mathematics Economics Computer Science

advanced

MIT OCW

free course

Theory of Probability

Prof. Scott Sheffield

This course covers topics such as sums of independent random variables, central limit phenomena, infinitely...

Mathematics Science & Math

advanced

MIT OCW

free course

Topics in Statistics: Statistical Learning Theory

Prof. Dmitry Panchenko

The main goal of this course is to study the generalization ability of a number of popular machine learning...

Mathematics Cognitive Science Computer Science

advanced

MIT OCW

free course

Media Literacy in the Age of Deepfakes

Prof. Joshua Glick

Media Literacy in the Age of Deepfakes aims to equip students with the critical skills to better understand the past...

Media Studies Computer Science Art, Design & Architecture

beginner

MIT OCW

free course

Identification, Estimation, and Learning

Prof. Harry Asada

This course provides a broad theoretical basis for system identification, estimation, and learning. Students will...

Machine Learning AI Algorithms and Data Structures

advanced

MIT OCW

free course

Affective Computing

Prof. Rosalind W. Picard

This course instructs students on how to develop technologies that help people measure and communicate emotion, that...

Cognitive Science Computer Science Psychology

advanced

MIT OCW

free course

The Society of Mind

Prof. Marvin Minsky

This course is an introduction to the theory that tries to explain how minds are made from collections of simpler...

Philosophy Computer Science Engineering

advanced

MIT OCW

free course

Knowledge-Based Applications Systems

Prof. Randall Davis

This course covers the development of programs containing a significant amount of knowledge about their application...

Machine Learning Data Science Engineering

advanced

MIT OCW

free course

Pattern Recognition for Machine Vision

Dr. Bernd Heisele

The applications of pattern recognition techniques to problems of machine vision is the main focus for this course....

Electrical Engineering Cognitive Science Computer Science

advanced

MIT OCW

free course

Autonomous Robot Design Competition

No Faculty

6.270 is a hands-on, learn-by-doing class, in which participants design and build a robot that will play in a...

Electrical Engineering Computer Science Engineering

intermediate

MIT OCW

free course

Statistical Learning Theory and Applications

Dr. Ryan Rifkin

Focuses on the problem of supervised learning from the perspective of modern statistical learning theory starting...

Machine Learning Engineering AI

advanced

MIT OCW

free course

Natural Language and the Computer Representation of Knowledge

Prof. Robert Berwick

6.863 is a laboratory-oriented course on the theory and practice of building computer systems for human language...

Humanities Engineering Machine Learning

advanced

MIT OCW

free course

Computational Models of Discourse

Prof. Regina Barzilay

This course is a graduate level introduction to automatic discourse processing. The emphasis will be on methods and...

Linguistics Computer Science Engineering

advanced

MIT OCW

free course

Out of Context: A Course on Computer Systems That Adapt To, and Learn From, Context

Prof. Henry Lieberman

Increasingly, we are realizing that to make computer systems more intelligent and responsive to users, we will have...

Cognitive Science Computer Science Engineering

advanced

MIT OCW

free course

Making Science and Engineering Pictures: A Practical Guide to Presenting Your Work

Felice C. Frankel

In this course you will learn the basics of photography and gain an intriguing new perspective into the visual...

Physics Visual Arts Engineering

intermediate

MIT OCW

free course

The Human Intelligence Enterprise

Patrick Henry Winston

This course analyzes seminal work directed at the development of a computational understanding of human...

Cognitive Science Computer Science Engineering

intermediate

MIT OCW

free course

Brave New Planet

Prof. Eric Lander

Utopia or dystopia? It’s up to us. In the 21st century, powerful technologies have been appearing at a breathtaking...

Energy Philosophy Climate Science

beginner

MIT OCW

free course

Mobile Autonomous Systems Laboratory

No Faculty

MASLab (Mobile Autonomous System Laboratory), also known as 6.186, is a robotics contest. The contest takes place...

Electrical Engineering Computer Science Mechanical Engineering

intermediate

MIT OCW

free course

Topics in Statistics: Nonparametrics and Robustness

Prof. Richard Dudley

This graduate-level course focuses on one-dimensional nonparametric statistics developed mainly from around 1945 and...

Mathematics Science & Math

advanced

MIT OCW

free course

Relational Machines

Prof. Cynthia Breazeal

This course examines the issues, principles, and challenges toward building relational machines through a...

Art, Design & Architecture Engineering Electrical Engineering

advanced

MIT OCW

free course

Special Topics in Media Technology: Cooperative Machines

Prof. Cynthia Breazeal

This course examines the issues, principles, and challenges toward building machines that cooperate with humans and...

Art, Design & Architecture Media Studies Computer Science

advanced

MIT OCW

free course

Special Seminar in Applied Probability and Stochastic Processes

Prof. David Gamarnik

This seminar is intended for doctoral students and discusses topics in applied probability. This semester includes a...

Mathematics Science & Math

advanced

MIT OCW

free course

Robocraft Programming Competition

Prof. Michael Ernst

The 6.370 Robocraft programming competition is a unique challenge that combines battle strategy and software...

Electrical Engineering Game Design Computer Science

intermediate

MIT OCW

free course

Models, Data and Inference for Socio-Technical Systems

Prof. Daniel Frey

In this class, students use data and systems knowledge to build models of complex socio-technical systems for...

Mathematics Systems Engineering Computer Science

advanced

MIT OCW

free course

Probability and Causality in Human Cognition

Prof. Joshua Tenenbaum

Probability theory captures a number of essential characteristics of human cognition, including aspects of...

Mathematics Cognitive Science Science & Math

advanced