Data Science, Analytics & Computer Technology
288 resources
MIT OCW
free
Introduction to CS and Programming using Python
Dr. Ana Bell
This subject is aimed at students with little to no programming experience. It aims to provide students with an...
Data Science, Analytics & Computer Technology
Programming & Coding
Computer Science
intermediate
MIT OCW
free
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...
Business & Management
Digital Business & IT
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
How to AI (Almost) Anything
Prof. Paul Liang
Artificial Intelligence (AI) holds great promise as a technology to enhance digital productivity, physical...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
Mathematics for Computer Science
Prof. Erik Demaine
This course covers elementary discrete mathematics for science and engineering, with a focus on mathematical tools...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
intermediate
MIT OCW
free
Introduction to Machine Learning
Prof. Leslie Kaelbling
This course introduces principles, algorithms, and applications of machine learning from the point of view of...
Data Science, Analytics & Computer Technology
AI
Algorithms and Data Structures
intermediate
MIT OCW
free
Foundation Models and Generative AI
Rickard Gabrielsson
ChatGPT, Copilot, CLIP, Dall-E, Stable-Diffusion, AlphaFold, self-driving cars—is now the time that artificial...
Data Science, Analytics & Computer Technology
AI
Machine Learning
intermediate
MIT OCW
free
Introduction to Deep Learning
Alexander Amini
This is MIT’s introductory course on deep learning methods with applications to computer vision, natural language...
Data Science, Analytics & Computer Technology
AI
Software Design and Engineering
intermediate
MIT OCW
free
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
Digital Business & IT
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Software Design and Engineering
intermediate
MIT OCW
free
AI 101
Brandon Leshchinskiy
Machine vision. Data wrangling. Reinforcement learning. What do these terms even mean?...
Data Science, Analytics & Computer Technology
AI
Machine Learning
intermediate
MIT OCW
free
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
AI
Machine Learning
intermediate
MIT OCW
free
Artificial Intelligence
Patrick Henry Winston
This course introduces students to the basic knowledge representation, problem solving, and learning methods of...
Data Science, Analytics & Computer Technology
AI
Algorithms and Data Structures
intermediate
MIT OCW
free
Machine Learning
Rohit Singh
6.867 is an introductory course on machine learning which gives an overview of many concepts, techniques, and...
Data Science, Analytics & Computer Technology
AI
Algorithms and Data Structures
advanced
MIT OCW
free
Networks
Prof. Alexander Wolitzky
Networks are ubiquitous in our modern society. The World Wide Web that links us to the rest of the world is the most...
Data Science, Analytics & Computer Technology
Networks and Security
Computer Science
intermediate
MIT OCW
free
Effective Programming in C and C++
Andre Kessler
This course is a fast-paced introduction to the C and C++ programming languages, with an emphasis on good...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
intermediate
MIT OCW
free
Introduction to Computer Science and Programming in Python
Dr. Ana Bell
6.0001 Introduction to Computer Science and Programming in Python is intended for students with little or no...
Data Science, Analytics & Computer Technology
Programming & Coding
Algorithms and Data Structures
intermediate
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
User Experience
advanced
MIT OCW
free
Creating Video Games
Philip B. Tan
CMS.611J / 6.073 Creating Video Games is a class that introduces students to the complexities of working in small,...
Art, Design & Architecture
Game Design
Media Studies
intermediate
MIT OCW
free
Introduction to Algorithms
Prof. Erik Demaine
This course is an introduction to mathematical modeling of computational problems, as well as common algorithms,...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
intermediate
MIT OCW
free
Distributed Computer Systems Engineering
Prof. Robert Morris
This course covers abstractions and implementation techniques for the design of distributed systems. Topics include:...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Networks and Security
advanced
MIT OCW
free
Blockchain and Money
Prof. Gary Gensler
This course is for students wishing to explore blockchain technology’s potential use—by entrepreneurs and...
Business & Management
Finance & Accounting
Digital Business & IT
advanced
MIT OCW
free
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...
Business & Management
Finance & Accounting
Strategy & Innovation
advanced
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Algorithms and Data Structures
advanced
MIT OCW
free
Machine Vision
Prof. Berthold Horn
This course is an introduction to the process of generating a symbolic description of the environment from an...
Data Science, Analytics & Computer Technology
AI
Machine Learning
intermediate
MIT OCW
free
Bioinformatics and Proteomics
Prof. Gil Alterovitz
This interdisciplinary course provides a hands-on approach to students in the topics of bioinformatics and...
Data Science, Analytics & Computer Technology
Computer Science
Data Science
intermediate
MIT OCW
free
Introduction to R and Geographic Information Systems (GIS)
Dr. Helena Vallicrosa
The goal of these videos is to provide students with tools and concepts for working with R, a free software...
Data Science, Analytics & Computer Technology
Programming & Coding
Visualization
beginner
MIT OCW
free
A Gentle Introduction to Programming Using Python
Sarina Canelake
This course will provide a gentle, yet intense, introduction to programming using Python for highly motivated...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
intermediate
MIT OCW
free
Statistical Thinking and Data Analysis
Prof. Cynthia Rudin
This course is an introduction to statistical data analysis. Topics are chosen from applied probability, sampling,...
Data Science, Analytics & Computer Technology
Computer Science
Data Science
intermediate
MIT OCW
free
Nonlinear Optimization
Prof. Gabriele Farina
This course offers a unified analytical and computational approach to nonlinear optimization problems. Unconstrained...
Business & Management
Systems Thinking
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Human Factors Engineering
Dr. Laurence R. Young
This course is designed to provide both undergraduate and graduate students with a fundamental understanding of...
Data Science, Analytics & Computer Technology
User Experience
Computer Science
intermediate
MIT OCW
free
Data, Models, and Decisions
Prof. Robert Freund
This course is designed to introduce first-year Sloan MBA students to the fundamental techniques of using data. In...
Business & Management
Supply Chain
Operations
advanced
MIT OCW
free
Practical Programming in C
Daniel Weller
This course provides a thorough introduction to the C programming language, the workhorse of the UNIX operating...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
intermediate
MIT OCW
free
Introduction to Computational Thinking
Prof. Alan Edelman
This is an introductory course on computational thinking. We use the Julia programming language to approach...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Algorithms and Data Structures
intermediate
MIT OCW
free
Computational Methods of Scientific Programming
Prof. Thomas Herring
This introductory course exposes students to modern programming methods and techniques used in practice by physical...
Data Science, Analytics & Computer Technology
Programming & Coding
Algorithms and Data Structures
intermediate
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
Computer Graphics
Prof. Wojciech Matusik
This course provides introduction to computer graphics algorithms, software and hardware. Topics include: ray...
Data Science, Analytics & Computer Technology
Programming & Coding
Algorithms and Data Structures
intermediate
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Machine Learning
intermediate
MIT OCW
free
Computer Networks
Prof. Hari Balakrishnan
How does the global network infrastructure work and what are the design principles on which it is based? In what...
Data Science, Analytics & Computer Technology
Networks and Security
Computer Science
advanced
MIT OCW
free
Computer System Engineering
Dr. Katrina LaCurts
This class covers topics on the engineering of computer software and hardware systems. Topics include techniques for...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Networks and Security
intermediate
MIT OCW
free
Introduction to Computers and Engineering Problem Solving
Dr. George Kocur
This course presents the fundamentals of object-oriented software design and development, computational methods and...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
intermediate
MIT OCW
free
Introduction to C and C++
Tom Lieber
This course provides a fast-paced introduction to the C and C++ programming languages. You will learn the required...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
intermediate
MIT OCW
free
Computer System Architecture
Dr. Joel Emer
6.823 is a course in the department’s “Computer Systems and Architecture” concentration. 6.823 is a study of the...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
advanced
MIT OCW
free
Computer Systems Security
Prof. Nickolai Zeldovich
This course covers design and implementation of secure computer systems. The lectures cover attacks that compromise...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
intermediate
MIT OCW
free
Electric Machines
Prof. James L. Kirtley
This course teaches the principles and analysis of electromechanical systems. Students will develop analytical...
Data Science, Analytics & Computer Technology
Energy, Climate & Sustainability
Energy
advanced
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
Digital Humanities
Dr. Kurt Fendt
This course examines the theory and practice of using computational methods in the emerging field of digital...
Art, Design & Architecture
Media Studies
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Introduction to Programming in Java
Evan Jones
This course is an introduction to software engineering, using the Java™ programming language. It covers concepts...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
intermediate
MIT OCW
free
Cognitive Robotics
Prof. Brian Charles Williams
This is a class about applying autonomy to real-world systems. The overarching theme uniting the many different...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
Advanced Algorithms
Prof. David R. Karger
This course is a first-year graduate course in algorithms. Emphasis is placed on fundamental algorithms and advanced...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Quantum Computation
Prof. Peter Shor
This course provides an introduction to the theory and practice of quantum computation. Topics covered include:...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Networks and Security
advanced
MIT OCW
free
Advanced Data Structures
Prof. Erik Demaine
Data structures play a central role in modern computer science. You interact with data structures even more often...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Introduction to C++
Jesse Dunietz
This is a fast-paced introductory course to the C++ programming language. It is intended for those with little...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
intermediate
MIT OCW
free
Topics in Multiagent Learning
Prof. Gabriele Farina
While machine learning techniques have had significant success in single-agent settings, an increasingly large body...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
Information Theory
Prof. Yury Polyanskiy
This is a graduate-level introduction to mathematics of information theory. We will cover both classical and modern...
Data Science, Analytics & Computer Technology
Computer Science
Science & Math
advanced
MIT OCW
free
Design and Analysis of Algorithms
Prof. Erik Demaine
This is an intermediate algorithms course with an emphasis on teaching techniques for the design and analysis of...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Networks and Security
intermediate
MIT OCW
free
Algorithms for Inference
Prof. Devavrat Shah
This is a graduate-level introduction to the principles of statistical inference with probabilistic models defined...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Visualization
advanced
MIT OCW
free
Introduction to Computational Neuroscience with Neuroblox
Prof. Lilianne Mujica-Parodi
In this course, you will learn the basics of computational neuroscience via hands-on model building in Neuroblox and...
Data Science, Analytics & Computer Technology
Computer Science
Science & Math
advanced
MIT OCW
free
Performance Engineering of Software Systems
Prof. Charles Leiserson
6.172 is an 18-unit class that provides a hands-on, project-based introduction to building scalable and...
Business & Management
Systems Thinking
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Database Systems
Prof. Samuel Madden
This course relies on primary readings from the database community to introduce graduate students to the foundations...
Business & Management
Digital Business & IT
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Operating System Engineering
Prof. Frans Kaashoek
This course studies fundamental design and implementation ideas in the engineering of operating systems. Lectures...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
advanced
MIT OCW
free
Cryptography and Cryptanalysis
Prof. Silvio Micali
This course features a rigorous introduction to modern cryptography, with an emphasis on the fundamental...
Data Science, Analytics & Computer Technology
Networks and Security
Computer Science
advanced
MIT OCW
free
Day of AI
MIT RAISE
This resource is to support teachers and educators to run Day of AI activities in their classrooms through...
Data Science, Analytics & Computer Technology
AI
Machine Learning
beginner
MIT OCW
free
Network and Computer Security
Prof. Ronald Rivest
6.857 Network and Computer Security is an upper-level undergraduate, first-year graduate course on network and...
Data Science, Analytics & Computer Technology
Networks and Security
Computer Science
advanced
MIT OCW
free
Numerical Computation for Mechanical Engineers
Prof. Anthony T. Patera
This class introduces elementary programming concepts including variable types, data structures, and flow control....
Data Science, Analytics & Computer Technology
Programming & Coding
Computer Science
intermediate
MIT OCW
free
Foundations of Software Engineering
Prof. Kevin Amaratunga
This is a foundation subject in modern software development techniques for engineering and information technology....
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
advanced
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
Visualization
Computer Science
intermediate
MIT OCW
free
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
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Introduction to Computational Thinking and Data Science
Prof. Eric Grimson
6.0002 is the continuation of 6.0001 Introduction to Computer Science and Programming in Python and is intended for...
Data Science, Analytics & Computer Technology
Computer Science
Science & Math
intermediate
MIT OCW
free
Introduction to Spatial Analysis
Prof. Sarah Williams
Geographic Information System (GIS) software manages data that represent the location of features (geographic...
Data Science, Analytics & Computer Technology
Visualization
Computer Science
advanced
MIT OCW
free
Software Construction
Prof. Robert Miller
6.005 Software Construction introduces fundamental principles and techniques of software development, i.e., how to...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Algorithms and Data Structures
intermediate
MIT OCW
free
Dynamic Systems and Control
Prof. Emilio Frazzoli
The course addresses dynamic systems, i.e., systems that evolve with time. Typically these systems have inputs and...
Business & Management
Systems Thinking
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Software Engineering Concepts
Prof. Nancy Leveson
This is a reading and discussion subject on issues in the engineering of software systems and software development...
Business & Management
Systems Thinking
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Microelectronic Devices and Circuits
Prof. Clifton Fonstad
6.012 is the header course for the department’s “Devices, Circuits and Systems” concentration. The topics covered...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
intermediate
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Machine Learning
beginner
MIT OCW
free
Cryptocurrency Engineering and Design
Dr. Neha Narula
Bitcoin and other cryptographic currencies have gained attention over the years as the systems continue to evolve....
Data Science, Analytics & Computer Technology
Software Design and Engineering
Algorithms and Data Structures
advanced
MIT OCW
free
Advanced Natural Language Processing
Prof. Michael Collins
This course is a graduate introduction to natural language processing - the study of human language from a...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
Ethics of Technology
Dr. Kevin Mills
This course introduces the tools of philosophical ethics through application to contemporary issues concerning...
Data Science, Analytics & Computer Technology
User Experience
Computer Science
intermediate
MIT OCW
free
Analysis and Design of Digital Integrated Circuits
Prof. Anantha Chandrakasan
6.374 examines the device and circuit level optimization of digital building blocks. Topics covered include: MOS...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
advanced
MIT OCW
free
Communication Systems Engineering
Prof. Eytan Modiano
This course will cover fundamentals of digital communications and networking. We will study the basics of...
Data Science, Analytics & Computer Technology
Networks and Security
Computer Science
intermediate
MIT OCW
free
Ethics for Engineers: Artificial Intelligence
Prof. Bernhardt Trout
Artificial Intelligence (AI), and the algorithmic judgment at its core, is developing at breakneck speed. This...
Data Science, Analytics & Computer Technology
AI
Machine Learning
intermediate
MIT OCW
free
The Software Business
Prof. Michael Cusumano
This subject is a seminar-style course aimed at anyone who is interested in founding a software company or working...
Business & Management
Entrepreneurship
Digital Business & IT
advanced
MIT OCW
free
User Interface Design and Implementation
Prof. Robert Miller
6.831/6.813 examines human-computer interaction in the context of graphical user interfaces. The course covers human...
Art, Design & Architecture
Visual Arts
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Computational Camera and Photography
Prof. Ramesh Raskar
A computational camera attempts to digitally capture the essence of visual information by exploiting the synergistic...
Art, Design & Architecture
Visual Arts
Media Studies
advanced
MIT OCW
free
Introduction to Sustainable Energy
Prof. Michael Golay
This class assesses current and potential future energy systems, covering resources, extraction, conversion, and...
Data Science, Analytics & Computer Technology
Social Sciences
Policy and Administration
intermediate
MIT OCW
free
STAR: Software Tools for Academics and Researchers
MIT Office of Educational Innovation and Technology
The Software Tools for Academics and Researchers (STAR) program at MIT seeks to bridge the divide between scientific...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Networks and Security
beginner
MIT OCW
free
Theory of Computation
Prof. Michael Sipser
This course emphasizes computability and computational complexity theory. Topics include regular and context-free...
Data Science, Analytics & Computer Technology
Computer Science
Science & Math
intermediate
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
Visualization
Computer Science
beginner
MIT OCW
free
Software Engineering for Web Applications
Prof. Harold Abelson
6.171 is a course for students who already have some programming and software engineering experience. The goal...
Art, Design & Architecture
Media Studies
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Medical Artificial Intelligence
Prof. Lucila Ohno-Machado
This course provides an intensive introduction to artificial intelligence and its applications to problems of...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
Robotic Manipulation
Prof. Russell Tedrake
Introduces the fundamental algorithmic approaches for creating robot systems that can autonomously manipulate...
Data Science, Analytics & Computer Technology
AI
Machine Learning
intermediate
MIT OCW
free
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
Digital Business & IT
Management
advanced
MIT OCW
free
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...
Business & Management
Systems Thinking
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Elliptic Curves
Andrew V. Sutherland
This course offers a computationally focused introduction to elliptic curves, emphasizing their deep connections to...
Data Science, Analytics & Computer Technology
Computer Science
Science & Math
intermediate
MIT OCW
free
Introduction to Computer Science and Programming
Prof. John Guttag
6.00SC Intro to CS and Programming has been retired from OCW. You can access the archived course on DSpace –...
Data Science, Analytics & Computer Technology
Computer Science
Engineering
intermediate
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
Computer Science
Data Science
intermediate
MIT OCW
free
Secure Hardware Design
Prof. Mengija Yan
MIT’s Secure Hardware Design Class (6.5950/6.5951) is an open-source course that teaches students both how to attack...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
advanced
MIT OCW
free
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,...
Data Science, Analytics & Computer Technology
AI
Algorithms and Data Structures
advanced
MIT OCW
free
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.
Data Science, Analytics & Computer Technology
AI
Machine Learning
intermediate
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
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
Computation Structures
Prof. Steve Ward
6.004 offers an introduction to the engineering of digital systems. Starting with MOS transistors, the course...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
intermediate
MIT OCW
free
Gödel, Escher, Bach
Robert Speer
How are math, art, music, and language intertwined? How does intelligent behavior arise from its component parts?...
Data Science, Analytics & Computer Technology
Networks and Security
Computer Science
intermediate
MIT OCW
free
Data Communication Networks
Prof. Dimitri Bertsekas
6.263J / 16.37J focuses on the fundamentals of data communication networks. One goal is to give some insight into...
Data Science, Analytics & Computer Technology
Networks and Security
Computer Science
advanced
MIT OCW
free
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, Analytics & Computer Technology
Computer Science
Data Science
advanced
MIT OCW
free
Introduction to Algorithms (SMA 5503)
Prof. Charles Leiserson
This course teaches techniques for the design and analysis of efficient algorithms, emphasizing methods useful in...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
intermediate
MIT OCW
free
Introduction to EECS II: Digital Communication Systems
Prof. Hari Balakrishnan
An introduction to several fundamental ideas in electrical engineering and computer science, using digital...
Data Science, Analytics & Computer Technology
Networks and Security
Computer Science
intermediate
MIT OCW
free
Autism Theory and Technology
Prof. Rosalind W. Picard
This course illuminates current theories about autism together with challenges faced by people on the autism...
Data Science, Analytics & Computer Technology
User Experience
Computer Science
advanced
MIT OCW
free
Introductory Digital Systems Laboratory
Prof. Anantha Chandrakasan
6.111 is reputed to be one of the most demanding classes at MIT, exhausting many students’ time and creativity. The...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
intermediate
MIT OCW
free
Structure and Interpretation of Computer Programs
Prof. Eric Grimson
This course introduces students to the principles of computation. Upon completion of 6.001, students should be able...
Data Science, Analytics & Computer Technology
Computer Science
Science & Math
intermediate
MIT OCW
free
Learn to Build Your Own Videogame with the Unity Game Engine and Microsoft Kinect
Kyle Keane
This is a 9-day hands-on workshop about designing, building, and publishing simple educational videogames. No...
Art, Design & Architecture
Game Design
Media Studies
intermediate
MIT OCW
free
Machine Learning for Inverse Graphics
Prof. Vincent Sitzmann
This course covers fundamental and advanced techniques in this field at the intersection of computer vision,...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
Quantum Information Science I
Prof. Isaac Chuang
This course is a three-course series that provides an introduction to the theory and practice of quantum...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Networks and Security
advanced
MIT OCW
free
Introduction to Design Computing
Prof. Lawrence Sass
This course will introduce students to architectural design and computation through the use of computer modeling,...
Art, Design & Architecture
Architecture
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Great Ideas in Theoretical Computer Science
Prof. Scott Aaronson
This course provides a challenging introduction to some of the central ideas of theoretical computer science. It...
Data Science, Analytics & Computer Technology
Computer Science
Science & Math
intermediate
MIT OCW
free
Information Technology Essentials
Prof. Thomas Malone
This class offers a broad coverage of technology concepts and trends underlying current and future developments in...
Business & Management
Digital Business & IT
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Parallel Computing
Prof. Alan Edelman
This is an advanced interdisciplinary introduction to applied parallel computing on modern supercomputers. It has a...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Algorithms and Data Structures
advanced
MIT OCW
free
Quantum Information Science
Prof. Isaac Chuang
This is an advanced graduate course on quantum computation and quantum information, for which prior knowledge of...
Data Science, Analytics & Computer Technology
Computer Science
Science & Math
advanced
MIT OCW
free
Computer Games and Simulations for Education and Exploration
Prof. Eric Klopfer
This course immerses students in the process of building and testing their own digital and board games in order to...
Art, Design & Architecture
Game Design
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Underactuated Robotics
Prof. Russell Tedrake
Robots today move far too conservatively, using control systems that attempt to maintain full control authority at...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
Computer Science
Data Science
intermediate
MIT OCW
free
Introduction to MATLAB
Yossi Farjoun
This course was offered as a non-credit program during the Independent Activities Period (IAP), January 2008. A more...
Data Science, Analytics & Computer Technology
Programming & Coding
Computer Science
intermediate
MIT OCW
free
Analysis and Design of Digital Control Systems
Prof. David Trumper
This course is a comprehensive introduction to control system synthesis in which the digital computer plays a major...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
advanced
MIT OCW
free
Dynamic Programming and Stochastic Control
Prof. Dimitri Bertsekas
The course covers the basic models and solution techniques for problems of sequential decision making under...
Business & Management
Systems Thinking
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
The Mathematics in Toys and Games
Jing Li
We will explore the mathematical strategies behind popular games, toys, and puzzles. Topics covered will combine...
Art, Design & Architecture
Game Design
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Interactive Music Systems
Eran Egozy
This course explores audio synthesis, musical structure, human computer interaction (HCI), and visual presentation...
Art, Design & Architecture
Data Science, Analytics & Computer Technology
Software Design and Engineering
intermediate
MIT OCW
free
Network Optimization
Prof. James Orlin
15.082J/6.855J/ESD.78J is a graduate subject in the theory and practice of network flows and its extensions. Network...
Business & Management
Systems Thinking
Digital Business & IT
advanced
MIT OCW
free
The Physics of Energy
Prof. Robert Jaffe
This course is designed to give you the scientific understanding you need to answer questions like:
How much energy...
Data Science, Analytics & Computer Technology
Science & Math
Earth Science
intermediate
MIT OCW
free
Introduction to Computational Thinking with Julia, with Applications to Modeling the COVID-19 Pandemic
Prof. Alan Edelman
This half-semester course introduces computational thinking through applications of data science, artificial...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Algorithms and Data Structures
intermediate
MIT OCW
free
A Workshop on Geographic Information Systems
Prof. Joseph Ferreira
This class uses lab exercises and a workshop setting to help students develop a solid understanding of the planning...
Business & Management
Digital Business & IT
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Introduction to Numerical Methods
Prof. Steven G. Johnson
This course offers an advanced introduction to numerical analysis, with a focus on accuracy and efficiency of...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Database, Internet, and Systems Integration Technologies
Dr. George Kocur
This course addresses information technology fundamentals, including project management and software processes, data...
Business & Management
Digital Business & IT
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Principles of Computer System Design: An Introduction
Jerome H. Saltzer
Principles of Computer System Design: An Introduction is published in two parts. Part I, containing chapters 1-6, is...
Business & Management
Systems Thinking
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Communicating With Data
Prof. John Carroll
Communicating With Data has a distinctive structure and content, combining fundamental quantitative techniques of...
Business & Management
Management
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Social and Ethical Responsibilities of Computing (SERC)
SERC Contributors
Social and Ethical Responsibilities of Computing (SERC), a cross-cutting initiative of the MIT Schwarzman College of...
Data Science, Analytics & Computer Technology
AI
Machine Learning
beginner
MIT OCW
free
Introduction to Mathematical Programming
Prof. Dimitris Bertsimas
This course is an introduction to linear optimization and its extensions emphasizing the underlying mathematical...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Algorithms and Data Structures
advanced
MIT OCW
free
Computational Geometry
Prof. Nicholas Patrikalakis
Topics in surface modeling: b-splines, non-uniform rational b-splines, physically based deformable surfaces, sweeps...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Visualization
advanced
MIT OCW
free
Introduction to Building Technology
Prof. Marilyne Andersen
The course aims at providing a fundamental understanding of the physics related to buildings and to propose an...
Art, Design & Architecture
Architecture
Environmental Design
intermediate
MIT OCW
free
Convex Analysis and Optimization
Prof. Dimitri Bertsekas
This course will focus on fundamental subjects in convexity, duality, and convex optimization algorithms. The aim is...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Global Health Informatics to Improve Quality of Care
Dr. Ken Paik
This course will explore innovations in information systems for health care delivery in developing countries, and...
Business & Management
Systems Thinking
Digital Business & IT
advanced
MIT OCW
free
Introduction to Numerical Analysis for Engineering (13.002J)
Prof. Henrik Schmidt
This course is offered to undergraduates and introduces students to the formulation, methodology, and techniques for...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
intermediate
MIT OCW
free
Introduction to Numerical Analysis
Prof. Alar Toomre
This course analyzed the basic techniques for the efficient numerical solution of problems in science and...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
intermediate
MIT OCW
free
Programming Languages
Prof. Michael Ernst
6.821 teaches the principles of functional, imperative, and logic programming languages. Topics covered include:...
Data Science, Analytics & Computer Technology
Programming & Coding
Computer Science
advanced
MIT OCW
free
Urban Design Seminar
Jota Samper
This seminar focuses on understanding the role of high-quality design as a tool to address urban social problems....
Art, Design & Architecture
Architecture
Environmental Design
advanced
MIT OCW
free
Introduction to C Memory Management and C++ Object-Oriented Programming
Eunsuk Kang
Ever hang your head in shame after your Python program wasn’t as fast as your friend’s C program? Ever wish you...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
intermediate
MIT OCW
free
Mechanics of Material Systems: An Energy Approach
Prof. Franz-Josef Ulm
1.033 provides an introduction to continuum mechanics and material modeling of engineering materials based on first...
Data Science, Analytics & Computer Technology
Science & Math
Physics
intermediate
MIT OCW
free
Software Studio
Prof. Daniel Jackson
This course on software engineering covers design and implementation of medium-scale software systems, using web...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
intermediate
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Algorithms and Data Structures
advanced
MIT OCW
free
Building Programming Experience: A Lead-In to 6.001
Benjamin Vandiver
This course will serve as a two-week aggressively gentle introduction to programming for those students who lack...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
intermediate
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
Visualization
Computer Science
advanced
MIT OCW
free
Algorithmic Aspects of Machine Learning
Prof. Ankur Moitra
This course is organized around algorithmic issues that arise in machine learning. Modern machine learning systems...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Medical Decision Support
Prof. Lucila Ohno-Machado
This course presents the main concepts of decision analysis, artificial intelligence, and predictive model...
Business & Management
Digital Business & IT
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Applied Econometrics: Mostly Harmless Big Data
Prof. Joshua Angrist
This course covers empirical strategies for applied micro research questions. Our agenda includes regression and...
Data Science, Analytics & Computer Technology
Computer Science
Data Science
advanced
MIT OCW
free
RAISE (Responsible AI for Social Empowerment and Education)
MIT RAISE
RAISE (Responsible AI for Social Empowerment and Education) is a new MIT-wide initiative headquartered in...
Data Science, Analytics & Computer Technology
AI
Machine Learning
beginner
MIT OCW
free
Advanced Topics in Cryptography
Prof. Yael Tauman Kalai
This course is about the evolution of proofs in computer science. We will learn about the...
Data Science, Analytics & Computer Technology
Networks and Security
Computer Science
advanced
MIT OCW
free
Computer Algorithms in Systems Engineering
Dr. George Kocur
This course covers concepts of computation used in analysis of engineering systems. It includes the following...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Automata, Computability, and Complexity
Prof. Scott Aaronson
This course provides a challenging introduction to some of the central ideas of theoretical computer science....
Data Science, Analytics & Computer Technology
Networks and Security
Computer Science
intermediate
MIT OCW
free
Algorithms for Computational Biology
Prof. Manolis Kellis
This course is offered to undergraduates and addresses several algorithmic challenges in computational biology. The...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
intermediate
MIT OCW
free
Management of Services: Concepts, Design, and Delivery
Prof. Charles H. Fine
15.768 Management of Services: Concepts, Design, and Delivery explores the use of operations tools and perspectives...
Business & Management
Supply Chain
Operations
advanced
MIT OCW
free
Hands-On Astronomy: Observing Stars and Planets
James Elliot
This class introduces the student to the use of small telescopes, either for formal research or as a hobby.
This...
Data Science, Analytics & Computer Technology
Visualization
Computer Science
intermediate
MIT OCW
free
Elements of Software Construction
Prof. Daniel Jackson
This course provides an introduction to the fundamental principles and techniques of software development that have...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
intermediate
MIT OCW
free
Ambient Intelligence
Prof. Patricia Maes
This course will provide an overview of a new vision for Human-Computer Interaction (HCI) in which people are...
Art, Design & Architecture
Media Studies
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Computing for Biomedical Scientists
Dr. Omolola Ogunyemi
This course introduces abstraction as an important mechanism for problem decomposition and solution formulation in...
Data Science, Analytics & Computer Technology
Computer Science
Engineering
advanced
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Algorithms and Data Structures
advanced
MIT OCW
free
High Speed Communication Circuits
Prof. Hae-Seung Lee
6.776 covers circuit level design issues of high speed communication systems, with primary focus being placed on...
Data Science, Analytics & Computer Technology
Networks and Security
Computer Science
advanced
MIT OCW
free
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...
Art, Design & Architecture
Media Studies
Data Science, Analytics & Computer Technology
beginner
MIT OCW
free
Biomedical Information Technology
Prof. C. Forbes Dewey
This course teaches the design of contemporary information systems for biological and medical data. Examples are...
Business & Management
Digital Business & IT
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Identification, Estimation, and Learning
Prof. Harry Asada
This course provides a broad theoretical basis for system identification, estimation, and learning. Students will...
Data Science, Analytics & Computer Technology
AI
Algorithms and Data Structures
advanced
MIT OCW
free
Affective Computing
Prof. Rosalind W. Picard
This course instructs students on how to develop technologies that help people measure and communicate emotion, that...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
Planning, Communications, and Digital Media
Prof. Lorlene Hoyt
This course focuses on methods of digital visualization and communication and their application to planning issues....
Data Science, Analytics & Computer Technology
Visualization
Computer Science
advanced
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
Principles of Computer Systems
Prof. Butler Lampson
6.826 provides an introduction to the basic principles of computer systems, with emphasis on the use of rigorous...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
advanced
MIT OCW
free
Quantifying Uncertainty
Dr. Sai Ravela
The ability to quantify the uncertainty in our models of nature is fundamental to many inference problems in Science...
Business & Management
Systems Thinking
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Geometric Folding Algorithms: Linkages, Origami, Polyhedra
Prof. Erik Demaine
This course focuses on the algorithms for analyzing and designing geometric foldings. Topics include reconfiguration...
Art, Design & Architecture
Visual Arts
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Combinatorial Optimization
Prof. Santosh Vempala
Combinatorial Optimization provides a thorough treatment of linear programming and combinatorial optimization....
Business & Management
Systems Thinking
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Randomized Algorithms
Prof. David R. Karger
This course examines how randomization can be used to make algorithms simpler and more efficient via random...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Knowledge-Based Applications Systems
Prof. Randall Davis
This course covers the development of programs containing a significant amount of knowledge about their application...
Business & Management
Digital Business & IT
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Information and Entropy
Prof. Paul Penfield
This course explores the ultimate limits to communication and computation, with an emphasis on the physical nature...
Data Science, Analytics & Computer Technology
Computer Science
Science & Math
intermediate
MIT OCW
free
Dynamics of Nonlinear Systems
Prof. Alexandre Megretski
This course provides an introduction to nonlinear deterministic dynamical systems. Topics covered include:...
Data Science, Analytics & Computer Technology
Computer Science
Engineering
advanced
MIT OCW
free
Lego Robotics
James Rising
LEGO® robotics uses LEGO®s as a fun tool to explore robotics, mechanical systems, electronics, and programming. This...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
intermediate
MIT OCW
free
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....
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
Logic II
Prof. Vann McGee
This course begins with an introduction to the theory of computability, then proceeds to a detailed study of its...
Data Science, Analytics & Computer Technology
Computer Science
Science & Math
intermediate
MIT OCW
free
Holographic Imaging
Prof. Michael Halle
MAS.450 is a laboratory course about holography and holographic imaging.
This course teaches holography from a...
Art, Design & Architecture
Media Studies
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Essential Coding Theory
Prof. Madhu Sudan
This course introduces the theory of error-correcting codes to computer scientists. This theory, dating back to the...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Human Supervisory Control of Automated Systems
Prof. John Hansman
Human Supervisory Control of Automated Systems discusses elements of the interactions between humans and...
Data Science, Analytics & Computer Technology
User Experience
Computer Science
advanced
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Software Design and Engineering
intermediate
MIT OCW
free
Quantum Information Science II
Prof. Isaac Chuang
This three-module sequence of courses covers advanced topics in quantum computation and quantum information,...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Networks and Security
advanced
MIT OCW
free
Foundations of Algorithms and Computational Techniques in Systems Biology
Prof. Bruce Tidor
This subject describes and illustrates computational approaches to solving problems in systems biology. A series of...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Numerical Methods for Partial Differential Equations
Dr. Benjamin Seibold
This graduate-level course is an advanced introduction to applications and theory of numerical methods for solution...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Collaborative Design and Creative Expression with Arduino Microcontrollers
Kyle Keane
This is a 9-day hands-on workshop about collaboration, design, and electronics prototyping. No previous experience...
Data Science, Analytics & Computer Technology
Computer Science
Engineering
beginner
MIT OCW
free
Spatial Database Management and Advanced Geographic Information Systems
Prof. Joseph Ferreira
This semester long subject (11.521) is divided into two halves. The first half focuses on learning spatial database...
Business & Management
Digital Business & IT
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Advanced Complexity Theory
Prof. Dana Moshkovitz
This graduate-level course focuses on current research topics in computational complexity theory. Topics include:...
Data Science, Analytics & Computer Technology
Computer Science
Science & Math
advanced
MIT OCW
free
Information Technology I
Prof. Chrysanthos Dellarocas
Information Technology I helps students understand technical concepts underlying current and future developments in...
Business & Management
Digital Business & IT
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Statistical Learning Theory and Applications
Dr. Ryan Rifkin
Focuses on the problem of supervised learning from the perspective of modern statistical learning theory starting...
Data Science, Analytics & Computer Technology
AI
Algorithms and Data Structures
advanced
MIT OCW
free
Quantum Complexity Theory
Prof. Scott Aaronson
This course is an introduction to quantum computational complexity theory, the study of the fundamental capabilities...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Theory of Parallel Hardware (SMA 5511)
Dr. Bradley Kuszmaul
6.896 covers mathematical foundations of parallel hardware, from computer arithmetic to physical design,...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Algorithms and Data Structures
advanced
MIT OCW
free
Experimental Projects I
Earll Murman
The Experimental Project Lab in the Department of Aeronautics and Astronautics is a two-semester course sequence:...
Business & Management
Systems Thinking
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Foundations of Information Policy
Prof. Daniel Weitzner
In this class, we will consider the interaction between law, policy, and technology as they relate to the evolving...
Data Science, Analytics & Computer Technology
Computer Science
Social Sciences
intermediate
MIT OCW
free
Introduction to Nanoelectronics
Prof. Marc Baldo
Traditionally, progress in electronics has been driven by miniaturization. But as electronic devices approach the...
Data Science, Analytics & Computer Technology
Science & Math
Chemistry
intermediate
MIT OCW
free
Complex Digital Systems
Chris Terman
This course is offered to graduates and is a project-oriented course to teach new methodologies for designing...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
advanced
MIT OCW
free
Principles and Practice of Assistive Technology
William Li
6.811: Principles and Practice of Assistive Technology (PPAT) is an interdisciplinary, project-based course,...
Data Science, Analytics & Computer Technology
User Experience
Computer Science
intermediate
MIT OCW
free
Program Analysis
Prof. Michael Ernst
6.883 is a graduate seminar that investigates a variety of program analysis techniques that address software...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Algorithms and Data Structures
advanced
MIT OCW
free
Parallel Programming for Multicore Machines Using OpenMP and MPI
Dr. Constantinos Evangelinos
This course introduces fundamentals of shared and distributed memory programming, teaches you how to code using...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
advanced
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
Special Problems in Architectural Design
Prof. Alexandros Tsamis
This class focuses on representation tools used by architects during the design process and attempts to discuss the...
Art, Design & Architecture
Architecture
Media Studies
advanced
MIT OCW
free
Multivariable Control Systems
Prof. Alexandre Megretski
This course uses computer-aided design methodologies for synthesis of multivariable feedback control systems. Topics...
Data Science, Analytics & Computer Technology
Computer Science
Engineering
advanced
MIT OCW
free
Music and Technology: Live Electronics Performance Practices
Prof. Christopher Ariza
This course is a creative, hands-on exploration of contemporary and historical approaches to live electronics...
Art, Design & Architecture
Data Science, Analytics & Computer Technology
User Experience
intermediate
MIT OCW
free
Computer Language Engineering (SMA 5502)
Prof. Martin Rinard
6.035 is a course within the department’s “Computer Systems and Architecture” concentration. This course analyzes...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
intermediate
MIT OCW
free
Java Preparation for 6.170
Corey McCaffrey
This course focuses on introducing the language, libraries, tools and concepts of Javaᵀᴹ. The course is specifically...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
intermediate
MIT OCW
free
The History of Computing
Dr. Slava Gerovitch
This course focuses on one particular aspect of the history of computing: the use of the computer as a scientific...
Data Science, Analytics & Computer Technology
Computer Science
Engineering
intermediate
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
Programming for the Puzzled
Prof. Srini Devadas
This class builds a bridge between the recreational world of algorithmic puzzles (puzzles that can be solved by...
Data Science, Analytics & Computer Technology
Programming & Coding
Algorithms and Data Structures
intermediate
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Machine Learning
beginner
MIT OCW
free
Common Sense Reasoning for Interactive Applications
Prof. Henry Lieberman
This course will explore the state of the art in common sense knowledge, and class projects will design and build...
Art, Design & Architecture
Media Studies
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Algorithm Engineering
Prof. Charles Leiserson
This is a research-oriented course on algorithm engineering, which will cover both the theory and practice of...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Music and Technology: Algorithmic and Generative Music
Prof. Christopher Ariza
This course examines the history, techniques, and aesthetics of mechanical and computer-aided approaches to...
Art, Design & Architecture
Media Studies
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
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...
Data Science, Analytics & Computer Technology
AI
Machine Learning
advanced
MIT OCW
free
High Speed Communication Circuits and Systems
Prof. Michael Perrott
6.976 covers circuit and system level design issues of high speed communication systems, with primary focus being...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Networks and Security
advanced
MIT OCW
free
Learn Differential Equations: Up Close with Gilbert Strang and Cleve Moler
Prof. Gilbert Strang
Learn Differential Equations: Up Close with _Gilbert Strang and_ Cleve Moler is an in-depth series of videos about...
Data Science, Analytics & Computer Technology
Programming & Coding
Computer Science
intermediate
MIT OCW
free
Communication System Design
Prof. Vladimir Stojanovic
This course presents a top-down approach to communications system design. The course will cover communication...
Business & Management
Systems Thinking
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Computer Language Engineering
Prof. Saman Amarasinghe
This course analyzes issues associated with the implementation of higher-level programming languages. Topics covered...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
intermediate
MIT OCW
free
Algorithms for Computer Animation
Prof. Jovan Popovic
Animation is a compelling and effective form of expression; it engages viewers and makes difficult concepts easier...
Data Science, Analytics & Computer Technology
Programming & Coding
Algorithms and Data Structures
advanced
MIT OCW
free
Decision Making in Large Scale Systems
Prof. Daniela Pucci De Farias
This course is an introduction to the theory and application of large-scale dynamic programming. Topics include...
Business & Management
Systems Thinking
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Environmental Engineering Applications of Geographic Information Systems
Prof. Daniel Sheehan
This graduate seminar is taught in a lecture and lab exercise format. The subject matter is tailored to...
Business & Management
Digital Business & IT
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Biological Engineering Programming
Prof. Andrew Endy
In this course problems from biological engineering are used to develop structured computer programming skills and...
Business & Management
Systems Thinking
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Ethics and the Law on the Electronic Frontier
Prof. Daniel Weitzner
This course considers the interaction between law, policy, and technology as they relate to the evolving...
Data Science, Analytics & Computer Technology
Computer Science
Data Science
intermediate
MIT OCW
free
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...
Art, Design & Architecture
Visual Arts
Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free
Geometric Combinatorics
Dr. Csaba Toth
This course offers an introduction to discrete and computational geometry. Emphasis is placed on teaching methods in...
Data Science, Analytics & Computer Technology
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Laboratory in Software Engineering
Prof. Daniel Jackson
This course introduces concepts and techniques relevant to the production of large software systems. Students are...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
intermediate
MIT OCW
free
Pervasive Human Centric Computing (SMA 5508)
Dr. Larry Rudolph
This course is broad, covering a wide range of topics that have to do with the post-pc era of computing. It is a...
Data Science, Analytics & Computer Technology
Programming & Coding
User Experience
advanced
MIT OCW
free
Climate Science, Risk & Solutions: A Climate Primer
Prof. Kerry Emanuel
The goal of the Climate Primer website is to summarize the most important lines of evidence for human-caused climate...
Data Science, Analytics & Computer Technology
Science & Math
Earth Science
beginner
MIT OCW
free
Fundamentals of Program Analysis
Prof. Armando Solar-Lezama
This course offers a comprehensive introduction to the field of program analysis. It covers some of the major forms...
Data Science, Analytics & Computer Technology
Software Design and Engineering
Computer Science
intermediate
MIT OCW
free
The Human Intelligence Enterprise
Patrick Henry Winston
This course analyzes seminal work directed at the development of a computational understanding of human...
Data Science, Analytics & Computer Technology
AI
Machine Learning
intermediate
MIT OCW
free
Nanomaker
Dr. Katey Lo
This course links clean energy sources and storage technology to energy consumption case studies to give students a...
Data Science, Analytics & Computer Technology
Energy, Climate & Sustainability
Energy
intermediate
MIT OCW
free
Selected Topics in Cryptography
Prof. Ran Canetti
This course covers a number of advanced “selected topics” in the field of cryptography. The first part of the course...
Data Science, Analytics & Computer Technology
Networks and Security
Computer Science
advanced
MIT OCW
free
Food in American History
Anya Zilberstein
This course will explore food in modern American history as a story of industrialization and globalization....
Data Science, Analytics & Computer Technology
Science & Math
Earth Science
intermediate
MIT OCW
free
Modeling and Assessment for Policy
Prof. Noelle Selin
IDS.410J Modeling and Assessment for Policy explores how scientific information and quantitative models can be used...
Data Science, Analytics & Computer Technology
Computer Science
Data Science
advanced
MIT OCW
free
Multicore Programming Primer
Dr. Rodric Rabbah
The course serves as an introductory course in parallel programming. It offers a series of lectures on parallel...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
intermediate
MIT OCW
free
Multithreaded Parallelism: Languages and Compilers
Prof. Arvind
The topics covered in this course include:
Languages and compilers to exploit multithreaded parallelism
Implicit...
Data Science, Analytics & Computer Technology
Programming & Coding
Software Design and Engineering
advanced
MIT OCW
free
Distributed Algorithms
Prof. Nancy Lynch
Distributed algorithms are algorithms designed to run on multiple processors, without tight centralized control. In...
Computer Science
Engineering
Algorithms and Data Structures
advanced
MIT OCW
free
Systems Optimization: Models and Computation (SMA 5223)
Prof. Jie Sun
This class is an applications-oriented course covering the modeling of large-scale systems in decision-making...
Business & Management
Systems Thinking
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Adventures in Advanced Symbolic Programming
Prof. Gerald Sussman
This course covers concepts and techniques for the design and implementation of large software systems that can be...
Data Science, Analytics & Computer Technology
AI
Programming & Coding
advanced
MIT OCW
free
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....
Media Studies
Anthropology
Computer Science
advanced
MIT OCW
free
Radiative Transfer
Prof. Gang Chen
This course investigates the principles of thermal radiation and their applications to engineering heat and photon...
Physics
Energy
Climate Science
advanced
MIT OCW
free
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
System Design and Analysis based on AD and Complexity Theories
Prof. Nam Suh
This course studies what makes a good design and how one develops a good design. Students consider how the design of...
Systems Engineering
Computer Science
Mechanical Engineering
advanced
MIT OCW
free
Thermodynamics and Climate Change
Dr. Peter Godart
In this course you will learn the three laws of thermodynamics, explore concepts like entropy and enthalpy, and...
Climate Science
Physics
Data Science, Analytics & Computer Technology
beginner
MIT OCW
free
Nuclear Engineering: Science, Systems and Society
Dr. Marina Dang
In this exploratory seminar, first-year undergraduate students learn the basic physics of nuclear energy and...
Data Science, Analytics & Computer Technology
Communication
Energy
intermediate
MIT OCW
free
Topics in Combinatorial Optimization
Prof. Michel Goemans
In this graduate-level course, we will be covering advanced topics in combinatorial optimization. We will start with...
Engineering
Systems Thinking
Mathematics
advanced
MIT OCW
free
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
Introduction To MATLAB Programming
Yossi Farjoun
This course is intended to assist undergraduates with learning the basics of programming in general and programming...
Engineering
Programming & Coding
Mathematics
intermediate
MIT OCW
free
Near-Surface Geophysical Imaging
Prof. Jie Zhang
This graduate level course presents theories, methodologies, and applications of seismic imaging for solving the...
Computer Science
Earth Science
Data Science
advanced
MIT OCW
free
Special Topics in Vision Science
Prof. Edward Adelson
An advanced seminar on issues of current interest in human and machine vision. Topics vary from year to year. This...
Engineering
Visualization
Computer Science
advanced
MIT OCW
free
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
Medical Computing
Prof. Isaac Kohane
The focus of the course is on medical science and practice in the age of automation and the genome, both present and...
Digital Business & IT
Biological Engineering
Computer Science
advanced
MIT OCW
free
International Politics in the New Century - via Simulation, Interactive Gaming, and 'Edutainment'
Prof. Nazli Choucri
This workshop is designed to introduce students to different perspectives on politics and the state of the world...
Art, Design & Architecture
Engineering
Computer Science
intermediate
MIT OCW
free
Theory of Parallel Systems (SMA 5509)
Dr. Bradley Kuszmaul
6.895 covers theoretical foundations of general-purpose parallel computing systems, from languages to...
Engineering
Algorithms and Data Structures
Computer Science
advanced
MIT OCW
free
Integrating eSystems & Global Information Systems
Prof. Stuart Madnick
The strategic importance of information technology is now widely accepted. It has also become increasingly clear...
Data Science
Digital Business & IT
Electrical Engineering
intermediate
MIT OCW
free
Infrastructure and Energy Technology Challenges
Prof. Karen R. Polenske
This seminar examines efforts in developing and advanced nations and regions to create, finance, and regulate...
Policy and Administration
Data Science, Analytics & Computer Technology
Economics
intermediate
MIT OCW
free
Error-Correcting Codes Laboratory
Prof. Daniel Spielman
This course introduces students to iterative decoding algorithms and the codes to which they are applied, including...
Mathematics
Computer Science
Engineering
intermediate
MIT OCW
free
Research Seminar on Urban Information Systems
Prof. Joseph Ferreira
Seminar participants and invited guests will lead critical discussions of current literature and ongoing research....
Digital Business & IT
Urban Studies
Computer Science
advanced
MIT OCW
free
Girls Who Build: Make Your Own Wearables Workshop
Kristen E Railey
The Girls Who Build: Make Your Own Wearables workshop for high school girls is an introduction to computer science,...
Engineering
Pedagogy and Curriculum
Computer Science
beginner
MIT OCW
free
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
Special Topics: Designing Sociable Media
Prof. Judith Donath
This project-based course explores new design strategies for social interaction in the computer mediated world....
Engineering
Visualization
Media Studies
advanced
MIT OCW
free
Topics in Theoretical Computer Science: An Algorithmist's Toolkit
Prof. Jonathan Kelner
This course covers a collection of geometric techniques that apply broadly in modern algorithm design.
Mathematics
Computer Science
Engineering
advanced
MIT OCW
free
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
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
Algorithmic Lower Bounds: Fun with Hardness Proofs
Prof. Erik Demaine
6.890 Algorithmic Lower Bounds: Fun with Hardness Proofs is a class taking a practical approach to proving problems...
Mathematics
Computer Science
Engineering
advanced
MIT OCW
free
Transcribing Prosodic Structure of Spoken Utterances with ToBI
Dr. Nanette Veilleux
This course presents a tutorial on the ToBI (Tones and Break Indices) system, for labelling certain aspects of...
Electrical Engineering
Linguistics
Computer Science
intermediate
MIT OCW
free
Computability Theory of and with Scheme
Prof. Albert R. Meyer
6.844 is a graduate introduction to programming theory, logic of programming, and computability, with the...
Mathematics
Computer Science
Engineering
advanced
MIT OCW
free
Numeric Photography
Prof. John Maeda
The aim of the students from the Numeric Photography class at the MIT Media Laboratory was to present an exhibition...
Visual Arts
Media Studies
Computer Science
advanced
MIT OCW
free
Representation and Modeling for Image Analysis
Prof. Polina Golland
Most algorithms in computer vision and image analysis can be understood in terms of two important components: a...
Electrical Engineering
Systems Engineering
Computer Science
advanced
MIT OCW
free
Experimental Projects II
Prof. Edward Greitzer
The Experimental Project Lab in the Department of Aeronautics and Astronautics is a two-semester course sequence:...
Aerospace Engineering
Systems Engineering
Computer Science
intermediate
MIT OCW
free
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
Engineering
intermediate
MIT OCW
free
Girls Who Build Cameras
Kristen E Railey
The Girls Who Build Cameras workshop for high school girls is a one-day, hands-on introduction to camera physics and...
Data Science, Analytics & Computer Technology
Engineering
Pedagogy and Curriculum
beginner
MIT OCW
free
Topics in Theoretical Computer Science: Probabilistically Checkable Proofs
Prof. Dor Minzer
In this course, we will present the theory of Probabilistically Checkable Proofs (PCPs), and prove some fundamental...
Engineering
Algorithms and Data Structures
Mathematics
advanced
MIT OCW
free
Behavior of Algorithms
Prof. Daniel Spielman
This course is a study of Behavior of Algorithms and covers an area of current interest in theoretical computer...
Mathematics
Computer Science
Engineering
advanced
MIT OCW
free
Introduction to Technology and Cities
Prof. Joseph Ferreira
This seminar is an introduction to the usage and impacts of information and communication technologies (ICTs) on...
Engineering
Visualization
Computer Science
advanced
MIT OCW
free
Global Cityscope - Disaster Planning and Post-Disaster Rebuilding and Recovery
Cherie Miot Abbanat
This class is designed to expose you to the cycles of disasters, the roots of emergency planning in the U.S., how to...
Climate Science
Civil Engineering
Environmental Engineering
intermediate
MIT OCW
free
The Art of Approximation in Science and Engineering
Sanjoy Mahajan
This course teaches simple reasoning techniques for complex phenomena: divide and conquer, dimensional analysis,...
Mathematics
Computer Science
Engineering
intermediate
MIT OCW
free
Workshop in IT: Collaborative Innovation Networks
Peter Gloor
Diversity begets creativity—in this seminar we tap the amazing power of swarm creativity on the Web by studying and...
Digital Business & IT
Communication
Computer Science
advanced
MIT OCW
free
Conversational Computer Systems
Mr. Christopher Schmandt
This class explores interaction with mobile computing systems and telephones by voice, including speech synthesis,...
Electrical Engineering
Cognitive Science
Computer Science
advanced
MIT OCW
free
Nano-to-Macro Transport Processes
Prof. Gang Chen
Parallel treatments of photons, electrons, phonons, and molecules as energy carriers, aiming at fundamental...
Energy
Physics
Data Science, Analytics & Computer Technology
advanced
MIT OCW
free
Bioengineering Journal Article Seminar
Dr. Charles M. Oman
Each term, the class selects a new set of professional journal articles on bioengineering topics of current research...
Aerospace Engineering
Computer Science
Engineering
advanced
MIT OCW
free
Case Studies in Social and Ethical Responsibilities of Computing
Prof. David Kaiser
The MIT Case Studies in Social and Ethical Responsibilities of Computing (SERC) aims to advance new efforts within...
Humanities
Philosophy
Pedagogy and Curriculum
beginner
MIT OCW
free
Topics in Theoretical Computer Science : Internet Research Problems
Prof. Bruce Maggs
We will discuss numerous research problems that are related to the internet. Sample topics include: routing...
Electrical Engineering
Computer Science
Engineering
advanced
MIT OCW
free
Energy and Environment in American History: 1705-2005
Prof. Peter Shulman
A survey of how America has become the world’s largest consumer of energy. Explores American history from the...
Energy
Civil Engineering
Policy and Administration
intermediate
MIT OCW
free
Brain and Cognitive Sciences Computational Tutorial: Optimizing the Full Stack for Generative Image and Video Models
This tutorial covers optimization strategies for diffusion models used in image and video generation; topics include...
Machine Learning
Computer Science
Engineering
beginner