Data Science & AI

28 resources

MIT OCW
free course
Introduction to Machine Learning
Prof. Leslie Kaelbling
This course introduces principles, algorithms, and applications of machine learning from the point of view of...
AI Algorithms and Data Structures Computer Science
intermediate
MIT OCW
free course
Mathematics of Big Data and Machine Learning
Dr. Jeremy Kepner
This course introduces the Dynamic Distributed Dimensional Data Model (D4M), a breakthrough in computer programming...
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
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
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
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...
AI Computer Science Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free course
Artificial Intelligence
Patrick Henry Winston
This course introduces students to the basic knowledge representation, problem solving, and learning methods of...
AI Algorithms and Data Structures Computer Science
intermediate
MIT OCW
free course
Introduction to Probability and Statistics
Dr. Jeremy Orloff
This course provides an elementary introduction to probability and statistics with applications. Topics include...
Mathematics Science & Math
intermediate
MIT OCW
free course
Statistical Thinking and Data Analysis
Prof. Cynthia Rudin
This course is an introduction to statistical data analysis. Topics are chosen from applied probability, sampling,...
Computer Science Data Science Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free course
Machine Vision
Prof. Berthold Horn
This course is an introduction to the process of generating a symbolic description of the environment from an...
AI Computer Science Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free course
Generative Artificial Intelligence in K–12 Education
Prof. Harold Abelson
The emergence of transformer architectures in 2017 triggered a breakthrough in machine learning that today lets...
AI Computer Science Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free course
The Battlecode Programming Competition
Maxwell Mann
This course is conducted as an artificial intelligence programming contest in Java. Students work in teams to...
AI Art, Design & Architecture Computer Science
intermediate
MIT OCW
free course
Computing and Data Analysis for Environmental Applications
Prof. Dennis McLaughlin
This subject is a computer-oriented introduction to probability and data analysis. It is designed to give students...
Computer Science Data Science Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free course
Minds and Machines
Prof. Alex Byrne
This course is an introduction to many of the central issues in a branch of philosophy called philosophy of mind.
AI Cognitive Science Computer Science
intermediate
MIT OCW
free course
Robotic Manipulation
Prof. Russell Tedrake
Introduces the fundamental algorithmic approaches for creating robot systems that can autonomously manipulate...
AI Computer Science Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free course
Principles of Autonomy and Decision Making
Prof. Brian Charles Williams
This course surveys a variety of reasoning, optimization and decision making methodologies for creating highly...
AI Algorithms and Data Structures Business & Management
intermediate
MIT OCW
free course
Statistics for Applications
Prof. Philippe Rigollet
This course offers an in-depth the theoretical foundations for statistical methods that are useful in many...
Mathematics Science & Math
intermediate
MIT OCW
free course
Elliptic Curves
Andrew V. Sutherland
This course offers a computationally focused introduction to elliptic curves, emphasizing their deep connections to...
Computer Science Data Science, Analytics & Computer Technology Engineering
intermediate
MIT OCW
free course
Topics in Mathematics of Data Science
Dr. Afonso Bandeira
This is a mostly self-contained research-oriented course designed for undergraduate students (but also extremely...
Computer Science Data Science Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free course
Probability and Random Variables
Prof. Scott Sheffield
This course introduces students to probability and random variables. Topics include distribution functions,...
Mathematics Science & Math
intermediate
MIT OCW
free course
Statistics for Brain and Cognitive Science
Emery N Brown
Provides students with the basic tools for analyzing experimental data, properly interpreting statistical reports in...
Cognitive Science Mathematics Science & Math
intermediate
MIT OCW
free course
Making Science and Engineering Pictures: A Practical Guide to Presenting Your Work
Felice C. Frankel
In this course you will learn the basics of photography and gain an intriguing new perspective into the visual...
AI Art, Design & Architecture Biology
intermediate
MIT OCW
free course
Autonomous Robot Design Competition
No Faculty
6.270 is a hands-on, learn-by-doing class, in which participants design and build a robot that will play in a...
AI Computer Science Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free course
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
The Human Intelligence Enterprise
Patrick Henry Winston
This course analyzes seminal work directed at the development of a computational understanding of human...
AI Cognitive Science Computer Science
intermediate
MIT OCW
free course
Mobile Autonomous Systems Laboratory
No Faculty
MASLab (Mobile Autonomous System Laboratory), also known as 6.186, is a robotics contest. The contest takes place...
AI Computer Science Data Science, Analytics & Computer Technology
intermediate
MIT OCW
free course
Robocraft Programming Competition
Prof. Michael Ernst
The 6.370 Robocraft programming competition is a unique challenge that combines battle strategy and software...
AI Art, Design & Architecture Computer Science
intermediate