Artificial Intelligence, Graduate Certificate - Post Bacc - CEPS, UNH

Graduate

Artificial Intelligence

Get up to speed in a societally transformative technology
Degree
Certificate
Location
Durham, NH
Courses
4
Credit
12-16 hrs.*
Full-time
Varies
Part-time
Varies
UNH student studying data on a computer while a female student wears a VR headset

COmputer Science

The Graduate Certificate in Artificial Intelligence at UNH provides focused, rigorous training in machine learning, AI, and intelligent systems. 

Learn from expert faculty and gain skills you can apply immediately in industry or advanced study.

*Number of courses and course credit hours may vary, please reach out to your academic advisor for exact requirements.

Computer Science Department

Click below to get more information about UNH graduate programs

01
Request Information Form
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Contact Cards

Professor
Kingsbury Hall, Room N215d, Durham, NH 03824
(603) 862-2683

What is a Graduate Certificate in Artificial Intelligence

UNH's Graduate Certificate in Artificial Intelligence gives you focused, rigorous training in AI - without the time commitment of a full master's degree. Whether you're a working professional looking to pivot into AI roles, an engineer adding machine learning to your toolkit, or a recent graduate deepening a specialization, this certificate delivers immediately applicable skills and a credential that employers recognize.

Why Choose UNH's Computer Science Program?

You'll learn from faculty who are internationally recognized in artificial intelligence, machine learning, reinforcement learning, natural language processing, prompt engineering, explainable AI, and robotics - the same researchers publishing at top venues and collaborating with industry partners. Our hands-on curriculum emphasizes both the theoretical foundations and the practical engineering skills needed to build, deploy, and evaluate AI systems. Small class sizes mean direct access to faculty and a cohort of motivated peers. Courses stack toward UNH's Master of Science in Computer Science, so you can continue on to the full degree if your goals evolve.

Potential career areas

  • Machine learning engineer
  • Applied AI developer
  • Intelligent systems engineer
  • AI/ML devOps engineer
  • Data scientist

Curriculum & Requirements

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Program Description
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The graduate certificate in artificial intelligence lets either existing graduate students or working professionals gain exposure to cutting-edge topics in contemporary AI. Available courses cover many AI interest areas, including: Generative language models such as Llama and ChatGPT, Theory and application of machine learning, Robotics and planning. The certificate can be pursued alone, or as part of another graduate degree. All classes are offered in-person only. Students enrolled in the program have access to UNH’s innovative DeepThought AI infrastructure, which provides both inference and fine-tuning access to hosted Llama models, including a retrieval-augmented generation (RAG) infrastructure.

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Requirements for the Program
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Certificate Requirements

Incoming students must have at least one semester of computer programming or equivalent experience. Some courses require extensive programming background and others require extensive math background. Students  interested in the certificate should have at least one of these two possible backgrounds.

Required Courses

  • Students complete four courses for the certificate.
  • It is recommended that students select one of the pathways outlined below. Or, the certificate may be completed by selecting any four courses from the list of elective courses.
AI and Robotics
CS 830Introduction to Artificial Intelligence4
CS 833Mobile Robotics4
CS 931Planning for Robots3
CS 933Human Robot Interaction3
AI for Text
CS 852Foundations of Neural Networks4
CS 853Information Retrieval and Generation Systems4
CS 859ANatural Language Processing4
CS 881Data Science for Knowledge Graphs and Text4
Mathematical Foundations of ML
CS 850Machine Learning4
CS 852Foundations of Neural Networks4
CS 857Mathematical Optimization for Applications4
CS 950Advanced Machine Learning3
AI for the Physical Sciences
CS 850Machine Learning4
CS 851AReinforcement Learning4
CS 852Foundations of Neural Networks4
CS 959Fair, Accountable and Transparent Machine Learning3
AI for Business and Finance
CS 850Machine Learning4
CS 851AReinforcement Learning4
or CS 852 Foundations of Neural Networks
CS 859ANatural Language Processing4
CS 959Fair, Accountable and Transparent Machine Learning3
AI for the Social Sciences, Law, and Medicine
CS 850Machine Learning4
CS 852Foundations of Neural Networks4
or CS 853 Information Retrieval and Generation Systems
CS 859ANatural Language Processing4
CS 959Fair, Accountable and Transparent Machine Learning3
Elective Courses
Select four courses from the following: 1
CS 830Introduction to Artificial Intelligence4
CS 833Mobile Robotics4
CS 850Machine Learning4
CS 851AReinforcement Learning4
CS 852Foundations of Neural Networks4
CS 853Information Retrieval and Generation Systems4
CS 855Computer Vision4
CS 857Mathematical Optimization for Applications4
CS 859ANatural Language Processing4
CS 881Data Science for Knowledge Graphs and Text4
CS 931Planning for Robots3
CS 933Human Robot Interaction3
CS 950Advanced Machine Learning3
CS 959Fair, Accountable and Transparent Machine Learning3
1

It is recommended that students complete one of the four pathways listed. However, this certificate may be completed by taking any four of the courses from the list of electives. 

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Application Requirements & Deadlines
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Apply now

Deadlines

Applications must be completed by the following deadlines in order to be reviewed for admission:

  • Fall: August 1
  • Spring: December 1
  • Summer: N/A
  • Special: N/A

Application fee: $25

Campus: Durham

New England Regional: No

Accelerated Masters Eligible: No

New Hampshire Residents

Students claiming in-state residency must also submit a Proof of Residence Form. This form is not required to complete your application, but you will need to submit it after you are offered admission, or you will not be able to register for classes.

Transcripts

If you attended UNH or Granite State College (GSC) after September 1, 1991, and have indicated so on your online application, we will retrieve your transcript internally; this includes UNH-Durham, UNH-Manchester, UNH Non-Degree work and GSC. 

If you did not attend UNH, or attended prior to September 1, 1991, then you must upload a copy (PDF) of your transcript in the application form. International transcripts must be translated into English.

If admitted, you must then request an official transcript be sent directly to our office from the Registrar's Office of each college/university attended. We accept transcripts both electronically and in hard copy:

  • Electronic Transcripts: Please have your institution send the transcript directly to grad.school@unh.edu. Please note that we can only accept copies sent directly from the institution.
  • Paper Transcripts: Please send hard copies of transcripts to: UNH Graduate School, Thompson Hall- 105 Main Street, Durham, NH 03824. You may request transcripts be sent to us directly from the institution or you may send them yourself as long as they remain sealed in the original university envelope.

Transcripts from all previous post-secondary institutions must be submitted and applicants must disclose any previous academic or disciplinary sanctions that resulted in their temporary or permanent separation from a previous post-secondary institution. If it is found that previous academic or disciplinary separations were not disclosed, applicants may face denial and admitted students may face dismissal from their academic program.

Letters of Recommendation: 2 Required

Recommendation letters submitted by relatives or friends, as well as letters older than one year, will not be accepted.

Personal Statement/Essay Questions

Prepare a brief but careful statement regarding:

  1. Reasons you wish to do graduate work in this field, including your immediate and long-range objectives.
  2. Your specific research or professional interest and experiences in this field.

Resume

Resume is optional but recommended.

Important Notes

All applicants are encouraged to contact programs directly to discuss program-specific application questions.

Applicants to the Graduate Certificate in Artificial Intelligence are expected to have a background in computer science or mathematics and have completed at least one semester of computer programming

International Applicants

Prospective international students are required to submit TOEFL, IELTS, or equivalent examination scores. English Language Exams may be waived if English is your first language. If you wish to request a waiver, then please visit our Test Scores webpage for more information.