Program Overview
Artificial Intelligence Certificate
Program Type
- Certificate
Format
- On Campus
Estimated Time to Complete
- 1-2 semesters
Credit Hours
- 12
Program Description
Supplement your degree by learning more about the expanding field of artificial intelligence. Artificial Intelligence is playing a larger role in our everyday lives, and this certificate will bolster your resume by giving you a basic understanding of how AI works and its future possibilities.
Requirements
- Software Development for Artificial Intelligence (3 hrs)
- New paradigms for developing software are needed to create and manage systems with AI capabilities, particularly for practitioners without extensive programming experience. Students in this course will be taught how to leverage available artificial intelligence APIs flexibly and reliably through a series of demo-driven tasks. Additionally, as data management is integral to AI system development, an emphasis will be made to collect and process data for AI system training and testing.
- Introduction to Machine Learning (3 hrs)
- Theory and practice of machine learning. Linear regression, logistic regression, decision trees, neural network learning, support vector machines, kernel methods, bagging, boosting, random forests, ensemble learning, deep learning, unsupervised learning including k-means and hierarchical agglomerative clustering, semi-supervised learning, active learning, and reinforcement learning. Practical applications of machine learning algorithms. Topics in experimental design and computational learning theory.
- Intro to Big Data and Data Science (3 hrs)
- Introduction to Big Data and Data Science including an overview of the field, technical challenges, computational approaches, practical applications, structured and unstructured data processing, empirical methods in computer science, data analytics and learning, data visualization, privacy and ethics. Emphasis will be on Big Data and its effect on other topics within Data Science, its technical characteristics, and state-of-the-art Big Data analytics architectures and tools.
- Applied Artificial Intelligence (3 hrs)
- Core concepts and terminology in artificial intelligence will be introduced to understand the taxonomy of AI applications - the relationships between the tools and frameworks available for intelligent, data-driven decision making. This will include a demo-driven introduction to machine learning, with general principles of powerful predictive models discussed and the role of unsupervised and semi-supervised learning techniques in powering many state-of-the-art decision systems.
Related Programs
- General Engineering Technology Minor
- Cybersecurity Minor
Similar Areas of Study
- Data Analytics & Information
- STEM
Department
- Department of Computer Science and Engineering
Location
- Discovery Park, Room F201
Program Outline
Degree Overview:
Supplement your degree by learning more about the expanding field of artificial intelligence.
Outline:
- Software Development for Artificial Intelligence (3 hrs)
- New paradigms for developing software are needed to create and manage systems with AI capabilities, particularly for practitioners without extensive programming experience.
- Students in this course will be taught how to leverage available artificial intelligence APIs flexibly and reliably through a series of demo-driven tasks.
- Introduction to Machine Learning (3 hrs)
- Theory and practice of machine learning.
- Linear regression, logistic regression, decision trees, neural network learning, support vector machines, kernel methods, bagging, boosting, random forests, ensemble learning, deep learning, unsupervised learning including k-means and hierarchical agglomerative clustering, semi-supervised learning, active learning, and reinforcement learning.
- Practical applications of machine learning algorithms.
- Topics in experimental design and computational learning theory.
- Intro to Big Data and Data Science (3 hrs)
- Introduction to Big Data and Data Science including an overview of the field, technical challenges, computational approaches, practical applications, structured and unstructured data processing, empirical methods in computer science, data analytics and learning, data visualization, privacy and ethics.
- Emphasis will be on Big Data and its effect on other topics within Data Science, its technical characteristics, and state-of-the-art Big Data analytics architectures and tools.
- Applied Artificial Intelligence (3 hrs)
- Core concepts and terminology in artificial intelligence will be introduced to understand the taxonomy of AI applications - the relationships between the tools and frameworks available for intelligent, data-driven decision making.
- This will include a demo-driven introduction to machine learning, with general principles of powerful predictive models discussed and the role of unsupervised and semi-supervised learning techniques in powering many state-of-the-art decision systems.
University of North Texas Summary
Overview:
The University of North Texas (UNT) is a public research university located in Denton, Texas. It is a large institution with nearly 47,000 students, making it a top choice for career readiness in Texas. UNT offers a wide range of academic programs, including bachelor's, master's, and doctorate degrees, as well as certificates.
Services Offered:
UNT provides a variety of services to its students, including:
MyUNT:
A portal for accessing student information, grades, and other resources.CANVAS:
An online learning platform for accessing course materials and submitting assignments.Student Email:
An email account for communication with faculty, staff, and other students.UNT Directory:
A directory for finding contact information for faculty, staff, and departments.Libraries:
Access to extensive library resources, including books, journals, and databases.Financial Aid:
A variety of financial aid options, including scholarships, grants, and loans.Student Life:
A wide range of student organizations, clubs, and activities.Campus Map:
An interactive map of the campus, including buildings, parking lots, and other points of interest.Jobs at UNT:
A job board for students seeking on-campus employment.Student Life and Campus Experience:
UNT offers a vibrant and diverse campus experience with a wide range of opportunities for students to get involved. Students can participate in:
Student organizations:
Over 400 student organizations, including academic, cultural, and social clubs.Athletics:
The Mean Green athletic program, which competes in NCAA Division I.Campus events:
A variety of events throughout the year, including concerts, lectures, and festivals.Community engagement:
Opportunities to volunteer in the local community.Key Reasons to Study There:
Academic Excellence:
UNT offers a wide range of academic programs, with many ranked among the nation's top 100.Affordability:
UNT provides significant financial aid to students, making it a more affordable option for many.Quality of Life:
Located in Denton, a vibrant college town, UNT offers a safe and enjoyable campus environment.Academic Programs:
UNT offers over 100 academic programs across a variety of disciplines, including:
Arts and Design:
Visual arts, music, theatre, dance, and more.Business and Industry:
Accounting, finance, marketing, management, and more.Communications and Media:
Journalism, public relations, advertising, and more.Data Analytics and Information:
Computer science, information technology, and more.Education:
Elementary education, secondary education, special education, and more.Health and Wellness:
Nursing, health sciences, and more.Humanities and Social Sciences:
History, English, psychology, sociology, and more.Music and Performing Arts:
Music performance, music education, theatre arts, and more.Public Service:
Criminal justice, political science, social work, and more.STEM:
Biology, chemistry, physics, mathematics, engineering, and more.Other:
- UNT is a designated Tree Campus Higher Education institution by the Arbor Day Foundation.
- UNT has been named one of the safest college campuses in the nation by Alarms.org for four consecutive years.
- UNT is a top college for students graduating with the least debt, according to U.S. News & World Report.
- UNT is a top college for enrolling transfer students, according to U.S. News & World Report.
- UNT has been named one of America's Top Colleges by Forbes for 16 consecutive years.
- UNT is located in Denton, which has been ranked as the 7th best college town in the nation by 247WallSt.com.
Entry Requirements:
- Successfully completed the university based Lower and Upper Quadrant modules (7HSK0075/0331 and 7HSK0076/0332)
- Current membership of The Health and Care Professions Council (HCPC)
- Current membership of the Chartered Society of Physiotherapy (CSP)
- Satisfactory enhanced DBS disclosure undertaken by the University of Hertfordshire