AI Venture Studio

(AI for Impact: Solving Societal-Scale Problems)

MAS.664 / MAS.665 / 15.376 / EC.731 / IDS.865



Overview

Join this class to learn how to spot, evaluate and build high-impact AI-first companies.

This semester we expect teams to produce end to end functioning prototype and customer traction for their startup idea. The class will teach students a variety of technical frameworks and tools for prototyping with AI. We will heavily use low-code GenAI tools.

This is a hands-on practical course. We will teach you to master systematic methods for identifying high-impact real-world opportunities for AI applications, learn technical fundamentals of the modern AI stack, and gain hands-on experience with rapid prototyping and product development. The course features guest lectures from leading AI scientists, CEOs, VCs, and culminates in a demo day with top investors from the MIT ecosystem.

We will pay specific focus to digital health, AI-driven sustainability and mobility, identity and privacy-tech, foundation models and decentralized AI.

NB: You can use this course for Entrepreneurship Minor credits. Fill up this form under 'E&I Context' and meet E&I minor advisor, Reza Rahaman (rezar@mit.edu) for sign off.

Follow these steps to register for the course.

  • Step 0: Register for course : For MIT (Link), For Harvard (Link)
  • Step 1: Questionnaire (Link 1) before February 6th
  • Step 2: Finish short online course pre-requisites (Link 2) by February 13th

You must finish Step 1 to attend the first class. You will be expected to finish Step 2 and upload the snapshot that you've finished the course. If you have finished a degree course or have a professional background in these areas, you do not need to finish the online course.

  • Pre-Course Info Session & Social: (Link, Link)
  • LinkedIn group: (Link)
  • Whatsapp group: (Link)
  • Sign up for future updates: (Link)

Class Schedule: Thursdays 10 AM -12 noon in room E14-633 at MIT Media Lab starting February 6th

Background

This long running course has led to many spin offs including Dimagi, Cogito, Prosperia, Ginger, Sanergy, and nonprofit PathCheck Foundation.

Our previous class links:

All other previous AI for Impact/Global Ventures class links can be found here:

Almost 25% of students from this course transform their projects into startups. The program, which evolved from Sandy Pentland's "Development Ventures," has established a strong track record of launching successful student ventures through its Demo Day showcase.



Course Outline

Class Goals:

  • Guide students to identify, evaluate and build high-impact projects with AI. Focus on deep technology applications that are best suited to students with top engineering and design skills at MIT.
  • Advance "Big Ideas" into MVP-seed-stage for commercial consideration.
  • Teach the technical fundamentals of the modern AI stack (rapid prototyping, deployment, and model management).
  • Discuss practical trade-offs in AI product development (model accuracy, efficiency, and latency).

Timeline:

  • Meet and Greet held at MIT/Harvard
  • First day of class: Feb 6, 2025
  • Mid-term review: March 14, 2025
  • Final Class Presentations and "Demo Day" awards: May 8, 2025

Class Structure:

  • Venture studio format, with team projects with 3-5 students per team
  • Guest speakers share leading-edge thinking
  • Minimum Viable Product (MVP) by the end of the term
  • Demo Day

Support for Students:

  • Weekly class mentor meetings on Thursday after class / guest lectures / work sessions
  • Class visits to local start-ups and technology companies
  • Data and AI scientists from startups for experience
  • Sessions with startup coaches

Agenda

All times are listed in Eastern Standard Time (EST)

February 5, 2025
05:00pm - 07:00pm

Meet & Greet 1: Course pre-meetup

Registration Link: (Link)

Join us to meet instructors and understand the pre-homework, timeline and expectations.

February 6, 2025
10:00am - 12:00pm

First day of class

MIT Media Lab, E14-633

February 13, 2025
10:00am - 12:00pm

Second Session of Class

February 20, 2025
10:00am - 12:00pm

Third Session of Class

February 27, 2025
10:00am - 12:00pm

Fourth Session of Class

Individual Meeting

March 6, 2025
10:00am - 12:00pm

Fifth Session of Class

March 13, 2025
10:00am - 12:00pm

Sixth Session of Class

Midterm
March 20, 2025
10:00am - 12:00pm

Seventh Session of Class

March 27, 2025
10:00am - 12:00pm

Eighth Session of Class

Individual Meeting

April 3, 2025
10:00am - 12:00pm

Ninth Session of Class

April 10, 2025
10:00am - 12:00pm

Tenth Session of Class

April 17, 2025
10:00am - 12:00pm

Eleventh Session of Class

April 24, 2025

Twelfth Session of Class

May 1, 2025
10:00am - 12:00pm

Thirteenth Session of Class

May 8, 2025
10:00am - 12:00pm

Final Class

Student final deliverables presentation
12:00pm - 01:30pm

Social Event

Hosted at MIT Media Lab