Artificial Intelligence, MS (Boston)

Graduatemajor2027 catalogUniversity Interdisciplinary ProgramsBoston32 semester hours totalverified parse

Core Requirements

CS 5100 — Foundations of Artificial Intelligence
All of:
- CS 5130 — Applied Programming and Data Processing for AI
- CS 5131 — Recitation for CS 5130
One of:
- DADS 5200 — Mathematics for Machine Learning
- DS 5020 — Introduction to Linear Algebra and Probability for Data Science
One of:
- EECE 5644 — Introduction to Machine Learning and Pattern Recognition
- DADS 7275 — Machine Learning and Data Analytics

Concentrations (choose 1)

Bioengineering

From the catalog
Complete 8 semester hours from the following:
Complete the following (students must complete ENCP 6100 to qualify for co-op experience):

Choose 8 semester hours from:
- BIOE 5740 — Intermediate Computing Skills for Bioengineers
- BIOE 5750 — Modeling and Inference in Bioengineering
- BIOE 5880 — Computational Methods in Systems Bioengineering
From the catalog
Complete 4 semester hours from the following:
Choose 4 semester hours from:
- BIOE 5115 — Dynamical Systems in Biological Engineering
- BIOE 5860 — Engineering Approaches to Precision Medicine I
- PHIL 5010 — AI Ethics
- All of:
  - PHTH 5350 — Using SAS in Public Health Research
  - PHTH 6130 — Public Health Technologies: Ethics and Equity
BIOE 5770 — Machine Learning Methods in Biology and Health
ENCP 6100 — Introduction to Cooperative Education
One of:
- ENCP 6964 — Co-op Work Experience
- ENCP 6954 — Co-op Work Experience - Half-Time
- ENCP 6955 — Co-op Work Experience Abroad - Half-Time
- ENCP 6965 — Co-op Work Experience Abroad

Computational Creativity

From the catalog
Complete the following:

CRTE 6500 — Creative Technologies Studio
INAM 5000 — Introduction to Creative Computing
From the catalog
Option 1
Select one elective from the following:
Choose 4 semester hours from:
- ARTG 5000 — Topics in Design
- ARTG 5310 — Visual Cognition
- ARTG 5330 — Visualization Technologies 1: Fundamentals
- ARTG 6460 — Human-Centered AI
- GSND 6460 — Generative Game Design
- INAM 6430 — AI and Creative Exploration
- JRNL 6460 — AI in Media Industries
- PHIL 5010 — AI Ethics
CRTE 7500 — Creative Technologies Project
One of:
- EEAM 6964 — Co-op Work Experience
- EEAM 6954 — Co-op Work Experience - Half-Time
- EEAM 6955 — Co-op Work Experience Abroad - Half-Time
- EEAM 6965 — Co-op Work Experience Abroad

Computer Vision

From the catalog
Complete 4 semester hours from the following:
Complete the following (students must complete ENCP 6100 to qualify for co-op experience):

EECE 5639 — Computer Vision
From the catalog
Complete 8 semester hours from the following:
Choose 8 semester hours from:
- EECE 5550 — Mobile Robotics
- EECE 5554 — Robotics Sensing and Navigation
- EECE 5614 — Reinforcement Learning and Decision Making Under Uncertainty
- EECE 5640 — High-Performance Computing
- EECE 5642 — Data Visualization
- EECE 5645 — Parallel Processing for Data Analytics
- EECE 6400 — Special Problems in Electrical and Computer Engineering
- EECE 7370 — Advanced Computer Vision
- EECE 7397 — Advanced Machine Learning
- EECE 7398 — Advanced Special Topics in Electrical and Computer Engineering
EECE 7945 — Master’s Project
ENCP 6100 — Introduction to Cooperative Education
One of:
- ENCP 6964 — Co-op Work Experience
- ENCP 6954 — Co-op Work Experience - Half-Time
- ENCP 6955 — Co-op Work Experience Abroad - Half-Time
- ENCP 6965 — Co-op Work Experience Abroad

Continuous Process Engineering

From the catalog
Complete 8 semester hours from the following (students without a chemical engineering degree are advised to choose CHEM 5101 and CHEM 5102, which serve as a bridge from other degrees):
Complete the following (students must complete ENCP 6100 to qualify for co-op experience):

Choose 8 semester hours from:
- All of:
  - CHME 5101 — Fundamentals of Chemical Engineering: Fluid, Heat, and Mass Transfer
  - CHME 5102 — Fundamentals of Chemical Engineering: Thermodynamics and Kinetics
- All of:
  - CHME 5510 — Fundamentals in Process Safety Engineering
  - CHME 5515 — Process Safety Engineering for Biotechnology and Pharmaceutical Industries
- All of:
  - CHME 7600 — Pharmaceutical Engineering I
  - CHME 7601 — Pharmaceutical Engineering II
From the catalog
Complete 4 semester hours from the following:
Choose 4 semester hours from:
- CHME 5137 — Computational Modeling in Chemical Engineering
- CHME 5520 — Designing for Process Safety
- All of:
  - CHEM 5641 — Computational Chemistry
  - CHME 7901 — Journal Club in Chemical Engineering
- CHME 5649 — Numerical Strategies and Data Analytics for Chemical Sciences
- IE 7270 — Intelligent Manufacturing
- PHIL 5010 — AI Ethics
- PHSC 5900 — AI in Drug Discovery and Development
CHME 6580 — Artificial Intelligence for Process Engineering Capstone
ENCP 6100 — Introduction to Cooperative Education
One of:
- ENCP 6964 — Co-op Work Experience
- ENCP 6954 — Co-op Work Experience - Half-Time
- ENCP 6955 — Co-op Work Experience Abroad - Half-Time
- ENCP 6965 — Co-op Work Experience Abroad

Energy Systems

From the catalog
Complete 12 semester hours from the following:
Complete the following (students must complete ENCP 6100 to qualify for co-op experience):

Choose 12 semester hours from:
- CHME 5621 — Electrochemical Engineering
- CHME 5692 — Carbon Capture, Utilization, and Storage
- ENSY 5000 — Fundamentals of Energy System Integration
- ENSY 5700 — Renewable Energy Development
- ENSY 5800 — Applications of Artificial Intelligence in Energy Systems
- MATL 6270 — Principles, Devices, and Materials for Energy Storage and Energy Harvesting
- ME 5374 — Special Topics in Mechanical Engineering
- ME 6200 — Mathematical Methods for Mechanical Engineers 1
- PHIL 5010 — AI Ethics
ME 7945 — Master’s Project
ENCP 6100 — Introduction to Cooperative Education
One of:
- ENCP 6964 — Co-op Work Experience
- ENCP 6954 — Co-op Work Experience - Half-Time
- ENCP 6955 — Co-op Work Experience Abroad - Half-Time
- ENCP 6965 — Co-op Work Experience Abroad

Health Data

From the catalog
Complete the following (students must complete HLTH 5101 to qualify for co-op experience):

HLTH 5810 — Survey of Health-Related Data
HLTH 5820 — AI Project for Health Applications
From the catalog
Complete 4 semester hours from the following:
Choose 4 semester hours from:
- HINF 5300 — Personal Health Interface Design and Development
- HINF 5500 — Artificial Intelligence and Health Informatics
- HLTH 5550 — Product Design, Development, and Innovation in Health Science
- NNMD 5310 — Bioethics in the Age of Artificial Intelligence
- PHIL 5010 — AI Ethics
- PHSC 5905 — Artificial Intelligence and Machine Learning in Drug Discovery: Concepts and Applications
- PHTH 5320 — Grant Writing in Public Health
- PHTH 5350 — Using SAS in Public Health Research
- PHTH 5360 — AI at the Intersection of Health and Society
- PHTH 6130 — Public Health Technologies: Ethics and Equity
From the catalog
Complete 4 semester hours from the following:
Choose 4 semester hours from:
- HLTH 6980 — Capstone
- HLTH 7995 — Master's Project
HLTH 5101 — Professional Development for Bouvé Graduate Co-op
One of:
- HLTH 6964 — Co-op Work Experience
- HLTH 6954 — Co-op Work Experience - Half-Time
- HLTH 6955 — Co-op Work Experience Abroad - Half Time
- HLTH 6965 — Co-op Work Experience Abroad

Human-AI Collaboration Systems

From the catalog
Complete12 semester hours from the following:
Complete the following (students must complete ENCP 6100 to qualify for co-op experience):

Choose 12 semester hours from:
- CSYE 7280 — User Experience Design and Testing
- DADS 5250 — Generative AI in Practice
- IE 5374 — Special Topics in Industrial Engineering
- IE 5400 — Healthcare Systems Modeling and Analysis
- IE 6300 — Manufacturing Systems Design
- IE 6500 — Human Performance
- IE 7270 — Intelligent Manufacturing
- IE 7295 — Applied Reinforcement Learning in Engineering
- IE 7350 — Sociotechnical Systems: Computational Models for Design and Policy
- ME 5510 — Scientific Machine Learning for Mechanical Engineers
IE 7945 — Master’s Project
ENCP 6100 — Introduction to Cooperative Education
One of:
- ENCP 6964 — Co-op Work Experience
- ENCP 6954 — Co-op Work Experience - Half-Time
- ENCP 6955 — Co-op Work Experience Abroad - Half-Time
- ENCP 6965 — Co-op Work Experience Abroad

Machine Learning

From the catalog
Complete 4 semester hours from the following:
Complete the following:

CS 5800 — Algorithms
From the catalog
Complete 8 semester hours from the following:
Choose 8 semester hours from:
- CS 5180 — Reinforcement Learning and Sequential Decision Making
- CS 5330 — Pattern Recognition and Computer Vision
- CS 6120 — Natural Language Processing
- CS 6200 — Information Retrieval
- CS 6220 — Data Mining Techniques
- CS 7140 — Advanced Machine Learning
- CS 7150 — Deep Learning
- CS 7180 — Special Topics in Artificial Intelligence
Choose 4 semester hours from:
- CS 6170 — AI Capstone
- CS 8674 — Master’s Project
One of:
- CS 6964 — Co-op Work Experience
- CS 6954 — Co-op Work Experience - Half-Time
- CS 6955 — Co-op Work Experience Abroad - Half-Time
- CS 6965 — Co-op Work Experience Abroad

Omics

From the catalog
Complete the following (students must complete EESC 6500 to qualify for co-op experience):

BINF 6400 — Genomics in Bioinformatics
BINF 6420 — Omics in Bioinformatics
BINF 6430 — Transcriptomics in Bioinformatics
BIOL 6407 — Biochemistry for Molecular Biologists
EESC 6500 — Pathways to Professional Success
One of:
- EESC 6964 — Co-op Work Experience
- EESC 6954 — Co-op Work Experience - Half-Time
- EESC 6965 — Co-op Work Experience Abroad

Robotics and Agent-Based Systems

From the catalog
Complete 4 semester hours from the following:
Complete the following:

CS 5800 — Algorithms
From the catalog
Complete 8 semester hours from the following:
Choose 8 semester hours from:
- CS 5180 — Reinforcement Learning and Sequential Decision Making
- CS 5335 — Robotic Science and Systems
- EECE 5550 — Mobile Robotics
- EECE 5554 — Robotics Sensing and Navigation
Choose 4 semester hours from:
- CS 6170 — AI Capstone
- CS 8674 — Master’s Project
One of:
- CS 6964 — Co-op Work Experience
- CS 6954 — Co-op Work Experience - Half-Time
- CS 6955 — Co-op Work Experience Abroad - Half-Time
- CS 6965 — Co-op Work Experience Abroad

Sustainability for Infrastructure and Environment

From the catalog
Complete 8 semester hours from the following, including at least 4 semester hours from Applied AI in Urban/Environmental Systems:
Complete 4 semester hours from the following:
Complete the following (students must complete ENCP 6100 to qualify for co-op experience):

One of:
- CIVE 7100 — Time Series and Geospatial Data Sciences
- CIVE 7150 — Data-Driven Decision Support for Civil and Environmental Engineering
- CIVE 7151 — Urban Informatics and Processing
One of:
- CS 6120 — Natural Language Processing
- EECE 5614 — Reinforcement Learning and Decision Making Under Uncertainty
- EECE 7397 — Advanced Machine Learning
- IE 7615 — Deep Learning for AI
Choose 4 semester hours from:
- CIVE 5275 — Life Cycle Assessment of Materials, Products, and Infrastructure
- CIVE 5280 — Remote Sensing of the Environment
- CIVE 5281 — Coastal Dynamics and Design
- CIVE 5373 — Transportation Systems: Analysis and Planning
- CIVE 5524 — Vibration-Based Structural Health Monitoring
- CIVE 7155 — Dynamics and Control of Infrastructure Systems
- CIVE 7341 — Structural Reliability
- CIVE 7380 — Performance Models and Simulation of Transportation Networks
- CIVE 7381 — Transportation Demand Forecasting and Model Estimation
CIVE 7945 — Master’s Project
ENCP 6100 — Introduction to Cooperative Education
One of:
- ENCP 6964 — Co-op Work Experience
- ENCP 6954 — Co-op Work Experience - Half-Time
- ENCP 6955 — Co-op Work Experience Abroad - Half-Time
- ENCP 6965 — Co-op Work Experience Abroad

GPA requirements

32 total semester hours required (additional semester hours required for participation in optional co-op in certain concentrations) Minimum 3.000 GPA required

Parsed from the catalog by NU Map; the structured machine copy is in this college's JSON for the 2027 catalog, under artificial-intelligence-ms-boston, and the official page is the authority.