Data Science & AI

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Programming 233 Computer Science 136 Artificial Intelligence 114 Machine Learning 78 Engineering 73 Azure 68 Data Science, Analytics & Computer Technology 64 Azure Machine Learning 63 Data Analysis 58 Data Analysis Statistics 56 Microsoft Foundry 56 AI 53 Foundry Tools 51 Fabric 48 Ms Copilot 48 Data Science 44 Power Platform 41 Science & Math 40 Microsoft 365 Copilot 36 M365 33
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...
Business & Management Digital Business & IT Data Science, Analytics & Computer Technology
advanced
MIT OCW
free course
How to AI (Almost) Anything
Prof. Paul Liang
Artificial Intelligence (AI) holds great promise as a technology to enhance digital productivity, physical...
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
Machine Learning
Rohit Singh
6.867 is an introductory course on machine learning which gives an overview of many concepts, techniques, and...
Data Science, Analytics & Computer Technology AI Algorithms and Data Structures
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...
Data Science, Analytics & Computer Technology AI User Experience
advanced
MIT OCW
free course
FinTech: Shaping the Financial World
Prof. Gary Gensler
This course about financial technology, or FinTech, is for students wishing to explore the ways in which new...
Business & Management Finance & Accounting Strategy & Innovation
advanced
MIT OCW
free course
Brains, Minds and Machines Summer Course
Prof. Tomaso Poggio
This course explores the problem of intelligence—its nature, how it is produced by the brain and how it could be...
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
Mathematics of Machine Learning
Prof. Philippe Rigollet
Broadly speaking, Machine Learning refers to the automated identification of patterns in data. As such it has been a...
Data Science, Analytics & Computer Technology AI Algorithms and Data Structures
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...
Social Sciences Economics Science & Math
advanced
MIT OCW
free course
Visual Navigation for Autonomous Vehicles (VNAV)
Prof. Luca Carlone
This course covers the mathematical foundations and state-of-the-art implementations of algorithms for vision-based...
Data Science, Analytics & Computer Technology AI Machine Learning
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...
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
Topics in Multiagent Learning
Prof. Gabriele Farina
While machine learning techniques have had significant success in single-agent settings, an increasingly large body...
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
Probability and Statistics in Engineering
Prof. Daniele Veneziano
This class covers quantitative analysis of uncertainty and risk for engineering applications. Fundamentals of...
Science & Math Mathematics Engineering
advanced
MIT OCW
free course
Mathematical Statistics
Dr. Peter Kempthorne
This course provides students with decision theory, estimation, confidence intervals, and hypothesis testing. It...
Social Sciences Economics Science & Math
advanced
MIT OCW
free course
Advanced Natural Language Processing
Prof. Michael Collins
This course is a graduate introduction to natural language processing - the study of human language from a...
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
Medical Artificial Intelligence
Prof. Lucila Ohno-Machado
This course provides an intensive introduction to artificial intelligence and its applications to problems of...
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
Introduction to Neural Networks
Prof. Sebastian Seung
This course explores the organization of synaptic connectivity as the basis of neural computation and learning....
Science & Math Biology Cognitive Science
advanced
MIT OCW
free course
Prediction: Machine Learning and Statistics
Prof. Cynthia Rudin
Prediction is at the heart of almost every scientific discipline, and the study of generalization (that is,...
Data Science, Analytics & Computer Technology AI Algorithms and Data Structures
advanced
MIT OCW
free course
Collaborative Data Science for Healthcare
Leo A. Celi
This course provides an introductory survey of data science tools in healthcare. It was created by members of...
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
Clinical Data Learning, Visualization, and Deployments
Marzyeh Ghassemi
HST.953 is a course about the practical considerations for operationalizing machine learning in healthcare settings....
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
Numerical Methods Applied to Chemical Engineering
Prof. William Green
Numerical methods for solving problems arising in heat and mass transfer, fluid mechanics, chemical reaction...
Data Science, Analytics & Computer Technology 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,...
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
Underactuated Robotics
Prof. Russell Tedrake
Robots today move far too conservatively, using control systems that attempt to maintain full control authority at...
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
High-Dimensional Statistics
Prof. Philippe Rigollet
This course offers an introduction to the finite sample analysis of high- dimensional statistical methods. The goal...
Science & Math Mathematics
advanced
MIT OCW
free course
Techniques in Artificial Intelligence (SMA 5504)
Prof. Tomás Lozano-Pérez
6.825 is a graduate-level introduction to artificial intelligence. Topics covered include: representation and...
Data Science, Analytics & Computer Technology AI Algorithms and Data Structures
advanced
MIT OCW
free course
Statistics and Visualization for Data Analysis and Inference
Prof. Ed Vul
A whirl-wind tour of the statistics used in behavioral science research, covering topics including: data...
Data Science, Analytics & Computer Technology Visualization Computer Science
advanced
MIT OCW
free course
Algorithmic Aspects of Machine Learning
Prof. Ankur Moitra
This course is organized around algorithmic issues that arise in machine learning. Modern machine learning systems...
Data Science, Analytics & Computer Technology Algorithms and Data Structures Computer Science
advanced
MIT OCW
free course
Medical Decision Support
Prof. Lucila Ohno-Machado
This course presents the main concepts of decision analysis, artificial intelligence, and predictive model...
Business & Management Digital Business & IT Data Science, Analytics & Computer Technology
advanced
MIT OCW
free course
Applied Econometrics: Mostly Harmless Big Data
Prof. Joshua Angrist
This course covers empirical strategies for applied micro research questions. Our agenda includes regression and...
Data Science, Analytics & Computer Technology Computer Science Data Science
advanced
MIT OCW
free course
Theory of Probability
Prof. Scott Sheffield
This course covers topics such as sums of independent random variables, central limit phenomena, infinitely...
Science & Math Mathematics
advanced
MIT OCW
free course
Topics in Statistics: Statistical Learning Theory
Prof. Dmitry Panchenko
The main goal of this course is to study the generalization ability of a number of popular machine learning...
Data Science, Analytics & Computer Technology AI Algorithms and Data Structures
advanced
MIT OCW
free course
Identification, Estimation, and Learning
Prof. Harry Asada
This course provides a broad theoretical basis for system identification, estimation, and learning. Students will...
Data Science, Analytics & Computer Technology AI Algorithms and Data Structures
advanced
MIT OCW
free course
Affective Computing
Prof. Rosalind W. Picard
This course instructs students on how to develop technologies that help people measure and communicate emotion, that...
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
The Society of Mind
Prof. Marvin Minsky
This course is an introduction to the theory that tries to explain how minds are made from collections of simpler...
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
Knowledge-Based Applications Systems
Prof. Randall Davis
This course covers the development of programs containing a significant amount of knowledge about their application...
Business & Management Digital Business & IT Data Science, Analytics & Computer Technology
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....
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
Statistical Learning Theory and Applications
Dr. Ryan Rifkin
Focuses on the problem of supervised learning from the perspective of modern statistical learning theory starting...
Data Science, Analytics & Computer Technology AI Algorithms and Data Structures
advanced
MIT OCW
free course
Natural Language and the Computer Representation of Knowledge
Prof. Robert Berwick
6.863 is a laboratory-oriented course on the theory and practice of building computer systems for human language...
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
Computational Models of Discourse
Prof. Regina Barzilay
This course is a graduate level introduction to automatic discourse processing. The emphasis will be on methods and...
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
Out of Context: A Course on Computer Systems That Adapt To, and Learn From, Context
Prof. Henry Lieberman
Increasingly, we are realizing that to make computer systems more intelligent and responsive to users, we will have...
Data Science, Analytics & Computer Technology AI Machine Learning
advanced
MIT OCW
free course
Topics in Statistics: Nonparametrics and Robustness
Prof. Richard Dudley
This graduate-level course focuses on one-dimensional nonparametric statistics developed mainly from around 1945 and...
Mathematics Science & Math
advanced
MIT OCW
free course
Relational Machines
Prof. Cynthia Breazeal
This course examines the issues, principles, and challenges toward building relational machines through a...
Art, Design & Architecture Engineering Electrical Engineering
advanced
MIT OCW
free course
Special Topics in Media Technology: Cooperative Machines
Prof. Cynthia Breazeal
This course examines the issues, principles, and challenges toward building machines that cooperate with humans and...
Art, Design & Architecture Media Studies Computer Science
advanced
MIT OCW
free course
Special Seminar in Applied Probability and Stochastic Processes
Prof. David Gamarnik
This seminar is intended for doctoral students and discusses topics in applied probability. This semester includes a...
Mathematics Science & Math
advanced
MIT OCW
free course
Models, Data and Inference for Socio-Technical Systems
Prof. Daniel Frey
In this class, students use data and systems knowledge to build models of complex socio-technical systems for...
Mathematics Systems Engineering Computer Science
advanced
MIT OCW
free course
Probability and Causality in Human Cognition
Prof. Joshua Tenenbaum
Probability theory captures a number of essential characteristics of human cognition, including aspects of...
Mathematics Cognitive Science Science & Math
advanced