Equip your institution with resilient AI education.

Build the AI competencies and strategic thinking required to drive innovation and solve real-world problems.
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With Universal AI, MIT experts equip learners from universities and companies with a shared language and understanding of the possibilities and limitations of AI – from the theoretical foundations to real-world applications across industries.

Gain a robust understanding of the theories, concepts, and problem-solving approaches of AI systems.
Identify opportunities to increase efficiency and improve decision-making in the workplace.
Apply competencies in domain-specific contexts based on personal or professional interests
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What
to expect

01

100+ hours of MIT-curated content, spanning foundational fluency and domain-specific expertise.

02

MIT Open Learning certification, globally recognised, stackable, and credit eligible.

03

Customisable learning pathways, tailored to your team’s roles, functions, and industry context.

What
to expect

16 Foundational
Modules

Build enterprise-wide literacy, combining self-paced content with live masterclasses led by MIT faculty

/01
Python Coding Part 1
/02
Python Coding Part 2
/03
Foundations of Data Analytics and Machine Learning
/04
Supervised and Unsupervised Learning
/05
Foundations of Neural Networks
/06
Hands-on Deep Learning
/07
Deep Learning and Computer Vision
/08
Data-Driven Prescriptive AI
/09
Model-Driven Prescriptive
AI Part 1
/10
Model-Driven Prescriptive
AI Part 2
/11
Large Language Models
/12
Generative AI, the Future of Work, and Human Creativity
/13
Multimodal AI
/14
LLM-based AI Agents
/15
AI Explainability and Fairness
/16
AI Ethics

Domain-Specific
Vertical Modules

Build domain AI specific expertise with customisable pathways

AI and Sustainability: Energy

Sustainability
AI for Transportation: From Concepts to Implementation

 Mobility
AI and Precision Medicine

‍Healthcare
AI and Sustainability: Transportation

Sustainability
AI and Entrepreneurship

Innovation
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10+ Domain-Specific      Vertical Modules

Build domain AI specific expertise with customisable pathways

AI and Precision Medicine

‍Healthcare
Holistic AI in Medicine

‍Healthcare
AI and Energy

Sustainability
AI and Transportation & Logistics

Mobility
AI and Human Communication

Business
AI and Commerce

Business
AI and Sustainability: Transportation

Sustainability
AI and Sustainability: Energy

Sustainability
AI and Entrepreneurship

Innovation
Prescriptive AI for Social Good

Public Sector
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Earn & stack Universal AI Module
Certificates as you progress

Foundational Module Certificates
Vertical Modules Certificates

meet our
faculty

Dimitris Bertsimas

Vice Provost for Open Learning - MIT
Doctor of Philosophy (Ph.D.), Applied Mathematics and Operations Research

Ana Bell

Lecturer - MIT
Doctor of Philosophy (Ph.D.), Computer Science

Ana Trisovic

Research Scientist - MIT
Doctor of Philosophy (Ph.D.), Computer Engineering

Vasiliki Stoumpou

Research Assistant - MIT
Doctor of Philosophy (Ph.D.), Operations Research

Léonard Boussioux

Affiliated Faculty - Laboratory for Innovation Science at Harvard
Doctor of Philosophy (Ph.D.) Machine Learning, Operations Research

Alexandre Jacquillat

Associate Professor of Operations Research and Statistics - MIT Sloan School of Management
Doctor of Philosophy (Ph.D.) Engineering Systems

Paul Liang

Assistant Professor - MIT
Doctor of Philosophy (Ph.D.) Machine Learning

Rama Ramakrishnan

Professor of the Practice - MIT Sloan School of Management
Doctor of Philosophy (Ph.D.) Operations Research
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Let’s map your organisation’s AI learning pathway
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Banking
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Airlines/Aviation
Gambling & Casinos
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Consumer Goods
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FAQs

Who is Universal AI for?

Universal AI is a flexible curriculum designed for the needs of a variety of institutions including universities and companies.

For universities looking to:

  • Access the latest AI research and knowledge
  • Complement and fill curriculum gaps
  • Offer elective or add-on programs to students

For companies looking to:

  • Improve business processes, innovations, and outcomes
  • Close the AI knowledge gap amongst employees
  • Invest in their talent pipelines
What does a module look like?

Universal AI is entirely self-paced and asynchronous, allowing learners to progress at their own speed. Each module is comprised of 4-8 lectures accompanied by knowledge checks, guided exercises, and assignments. Learners can get help and ask questions from the AskTIM AI tutor.

Are there hands-on exercises?

Hands-on exercises, led by MIT teaching assistants, accompany each module. Building on the theories and concepts introduced in the lectures, the TA’s ask learners to apply them to real-world examples using provided codes to complete the assignments.

What is the AI tutor? How does it work?

The AI tutor, AskTIM, supports a more personalized Universal AI learning experience on the MIT Learn platform. Learners can interact with the AskTIM chatbot to ask questions about the lectures and exercises or get help on homework and knowledge checks. AskTIM can also help learners chart their unique learning journey through the Universal AI curriculum based on their specific goals.

Can learners earn certificates?

Yes, learners earn and stack certificates as they progress through the curriculum. Learners earn a Universal AI Module Certificate after successfully completing a module. These can be stacked towards a Universal AI Foundations Series Certificate (earned after completing all foundational modules) and a Universal AI Program Certificate (earned after completing all foundational modules plus at least one vertical module).

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Get in touch to know more

Select Industry
Education
Education Management
E-Learning
Higher Education
Primary/Secondary Education
Research
Construction
Building Materials
Civil Engineering
Construction
Design
Architecture & Planning
Design
Graphic Design
Corporate Services
Accounting
Business Supplies & Equipment
Environmental Services
Events Services
Executive Office
Facilities Services
Human Resources
Information Services
Management Consulting
Outsourcing/Offshoring
Professional Training & Coaching
Security & Investigations
Staffing & Recruiting
Retail
Retail
Supermarkets
Wholesale
Energy & Mining
Mining & Metals
Oil & Energy
Utilities
Manufacturing
Automotive
Aviation & Aerospace
Chemicals
Defense & Space
Electrical & Electronic Manufacturing
Food Production
Glass, Ceramics & Concrete
Industrial Automation
Machinery
Mechanical or Industrial Engineering
Packaging & Containers
Paper & Forest Products
Plastics
Railroad Manufacture
Renewables & Environment
Shipbuilding
Textiles
Finance
Banking
Capital Markets
Financial Services
Insurance
Investment Banking
Investment Management
Venture Capital & Private Equity
Recreation & Travel
Airlines/Aviation
Gambling & Casinos
Hospitality
Leisure, Travel & Tourism
Restaurants
Recreational Facilities & Services
Sports
Arts
Arts & Crafts
Fine Art
Performing Arts
Photography
Health Care
Biotechnology
Hospital & Health Care
Medical Device
Medical Practice
Mental Health Care
Pharmaceuticals
Veterinary
Hardware & Networking
Computer Hardware
Computer Networking
Nanotechnologie
Semiconductors
Telecommunications
Wireless
Real Estate
Commercial Real Estate
Real Estate
Legal
Alternative Dispute Resolution
Law Practice
Legal Services
Consumer Goods
Apparel & Fashion
Consumer Electronics
Consumer Goods
Consumer Services
Cosmetics
Food & Beverages
Furniture
Luxury Goods & Jewelry
Sporting Goods
Tobacco
Wine and Spirits
Agriculture
Dairy
Farming
Fishery
Ranching
Media & Communications
Market Research
Marketing & Advertising
Newspapers
Online Media
Printing
Public Relations & Communications
Publishing
Translation & Localization
Writing & Editing
Nonprofit
Civic & Social Organization
Fundraising
Individual & Family Services
International Trade & Development
Libraries
Museums & Institutions
Non-Profit Organization Management
Philanthropy
Program Development
Religious Institutions
Think Tanks
Software & IT Services
Computer & Network Security
Computer Software
Information Technology & Services
Internet
Transportation & Logistics
Import & Export
Logistics & Supply Chain
Maritime
Package/Freight Delivery
Transportation/Trucking/Railroad
Warehousing
Entertainment
Animation
Broadcast Media
Computer Games
Entertainment
Media Production
Mobile Games
Motion Pictures & Film
Music
Wellness & Fitness
Alternative Medicine
Health, Wellness & Fitness
Public Safety
Law Enforcement
Military
Public Safety
Public Administration
Government Administration
Government Relations
International Affairs
Judiciary
Legislative Office
Political Organization
Public Policy
Other
Other
Please select an item in the list.
Thank you! Your submission has been received!
Oops! Something went wrong while submitting the form.
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