Data Science & AI Courses and Resources

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...

AI Computer Science Data Science, Analytics & Computer Technology

intermediate

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...

AI Business & Management Computer Science

advanced

MIT OCW

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Machine Learning

Rohit Singh

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

AI Algorithms and Data Structures Cognitive Science

advanced

MIT OCW

free course

The Analytics Edge

Prof. Dimitris Bertsimas

This course presents real-world examples in which quantitative methods provide a significant competitive edge that...

Business & Management Management Mathematics

advanced

MIT OCW

free course

Poker Theory and Analytics

Kevin Desmond

This course takes a broad-based look at poker theory and applications of poker analytics to investment management...

Business & Management Management Mathematics

advanced

MIT OCW

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Medical Decision Support

Prof. Lucila Ohno-Machado

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

AI Biological Engineering Biomedical Technologies

advanced

MIT OCW

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Functional Magnetic Resonance Imaging: Data Acquisition and Analysis

Dr. Randy Gollub

This team-taught multidisciplinary course provides information relevant to the conduct and interpretation of human...

Biomedical Technologies Chemistry Electrical Engineering

advanced

MIT OCW

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Social Visualization

Prof. Judith Donath

Millions of people are on-line today and the number is rapidly growing - yet this virtual crowd is often invisible....

Anthropology Art, Design & Architecture Computer Science

advanced

MIT OCW

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Advanced Analytic Methods in Science and Engineering

Prof. Hung Cheng

Advanced Analytic Methods in Science and Engineering is a comprehensive treatment of the advanced methods of applied...

Mathematics Science & Math

advanced

MIT OCW

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Magnetic Resonance Analytic, Biochemical, and Imaging Techniques

Prof. Bruce Rosen

This course is an introduction to basic NMR theory. Examples of biochemical data obtained using NMR are summarized...

Biology Biomedical Technologies Chemistry

advanced

MIT OCW

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Random Walks and Diffusion

Prof. Martin Bazant

This graduate-level subject explores various mathematical aspects of (discrete) random walks and (continuum)...

Chemical Engineering Engineering Mathematics

advanced

MIT OCW

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Revitalizing Urban Main Streets: St. Claude Avenue, New Orleans

Prof. Karl Seidman

This course focuses on the physical and economic renewal of urban neighborhood Main Streets by combining classroom...

Architecture Art, Design & Architecture Environmental Design

advanced

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...

Economics Mathematics Science & Math

advanced

MIT OCW

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Analytics of Finance

Prof. Leonid Kogan

This course covers the key quantitative methods of finance: financial econometrics and statistical inference for...

Business & Management Economics Finance & Accounting

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...

AI Computer Science Data Science, Analytics & Computer Technology

advanced

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 Computer Science Data Science, Analytics & Computer Technology

advanced

MIT OCW

free course text only

Data Mining

Prof. Nitin Patel

Data that has relevance for managerial decisions is accumulating at an incredible rate due to a host of...

Business & Management Computer Science Data Science

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,...

AI Computer Science Data Science, Analytics & Computer Technology

advanced

MIT OCW

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Communicating With Data

Prof. John Carroll

Communicating With Data has a distinctive structure and content, combining fundamental quantitative techniques of...

Business & Management Communication Computer Science

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....

AI Cognitive Science Computer Science

advanced

MIT OCW

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How to AI (Almost) Anything

Prof. Paul Liang

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

AI Computer Science Data Science, Analytics & Computer Technology

advanced

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...

Business & Management Computer Science Data 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...

AI Computer Science Data Science, Analytics & Computer Technology

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 Computer Science Data Science, Analytics & Computer Technology

intermediate

MIT OCW

free course

AI 101

Brandon Leshchinskiy

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

AI Computer Science Data Science, Analytics & Computer Technology

intermediate

MIT OCW

free course text only

Interactive Data Visualization and Society

Prof. Arvind Satyanarayan

The world is awash with increasing amounts of data, and we must keep afloat with our relatively constant perceptual...

Computer Science Data Science, Analytics & Computer Technology Engineering

intermediate

MIT OCW

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Time Series Analysis

Prof. Anna Mikusheva

The course provides a survey of the theory and application of time series methods in econometrics. Topics covered...

Economics Mathematics Science & Math

advanced

MIT OCW

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How to Process, Analyze and Visualize Data

Adam Marcus

This course is an introduction to data cleaning, analysis and visualization. We will teach the basics of data...

Computer Science Data Science Data Science, Analytics & Computer Technology

beginner

MIT OCW

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Advanced Natural Language Processing

Prof. Michael Collins

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

AI Cognitive Science Computer Science

advanced

MIT OCW

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Marketing Management: Analytics, Frameworks, and Applications

Prof. John Hauser

This course helps students develop skills in marketing analysis and planning, and introduces key marketing ideas and...

Business & Management Management Marketing

advanced

MIT OCW

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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...

Computer Science Data Science Data Science, Analytics & Computer Technology

intermediate

MIT OCW

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Clinical Data Learning, Visualization, and Deployments

Marzyeh Ghassemi

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

AI Computer Science Data Science, Analytics & Computer Technology

advanced

MIT OCW

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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

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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...

AI Algorithms and Data Structures Cognitive Science

advanced

MIT OCW

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Networks for Learning: Regression and Classification

Prof. Tomaso Poggio

The course focuses on the problem of supervised learning within the framework of Statistical Learning Theory. It...

Cognitive Science Mathematics Science & Math

advanced

MIT OCW

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Applied Econometrics: Mostly Harmless Big Data

Prof. Joshua Angrist

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

Computer Science Data Science Data Science, Analytics & Computer Technology

advanced

MIT OCW

free course text only

Visualization for Mathematics, Science, and Technology Education

Violeta Ivanova

This course is an introduction to principles and techniques of visual communication, and provides opportunities for...

Art, Design & Architecture Communication Educational Technology

intermediate

MIT OCW

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Inference from Data and Models

Carl Wunsch

This course covers the fundamental methods used for exploring the information content of observations related to...

Engineering Mathematics Mechanical Engineering

advanced

MIT OCW

free course

Exploring Fairness in Machine Learning for International Development

Dr. Richard Fletcher

In an effort to build the capacity of the students and faculty on the topics of bias and fairness in machine...

AI Computer Science Data Science, Analytics & Computer Technology

beginner

MIT OCW

free course text only

Scientific Visualization across Disciplines: A Critical Introduction

Prof. Joseph Dumit

This subject exposes students to a variety of visualization techniques so that they learn to understand the work...

Communication Computer Science Data Science, Analytics & Computer Technology

intermediate

MIT OCW

free course text only

Advanced Topics in Hispanic Literature and Film: The Films of Luis Buñuel

Prof. Elizabeth Garrels

This course considers films spanning the entire career of pioneering Spanish filmmaker Luis Buñuel (1900–1983), from...

Art, Design & Architecture History Humanities

intermediate

MIT OCW

free course text only

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...

AI Business & Management Computer Science

advanced

MIT OCW

free course text only

Medical Artificial Intelligence

Prof. Lucila Ohno-Machado

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

AI Biological Engineering Biomedical Technologies

advanced

MIT OCW

free course text only

Data Storytelling Studio: Climate Change

Rahul Bhargava

This course explores visualization methodologies to conceive and represent systems and data, e.g., financial, media,...

Anthropology Art, Design & Architecture Communication

intermediate

MIT OCW

free course text only

Data Management

MIT Libraries Data Management

The MIT Libraries Data Management Group hosts a set of workshops during IAP and throughout the year to assist MIT...

Business & Management Digital Business & IT Management

beginner

MIT OCW

free course text only

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...

Computer Science Data Science Data Science, Analytics & Computer Technology

advanced

MIT OCW

free course text only

Automatic Speech Recognition

Dr. James Glass

6.345 introduces students to the rapidly developing field of automatic speech recognition. Its content is divided...

Electrical Engineering Engineering Humanities

advanced