Certificate in Analytics AI

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This 12-credit hour certificate program in Analytics and AI gives the student a foundation in statistical thinking and ethical concepts underpinning AI. The certificate also allows the student to develop a specialized AI skill such as working with LLMs with Natural Language Processing or with AI systems with machine learning. A student may complete this program as a non-degree graduate student or as a Master of Science degree-seeking student.

Program Goals

Identify and assess the objectives, scope, and methodological limitations for domain-specific problems;
Design and execute insightful analyses;
Measure, evaluate, and explain the quality of a dataset and develop a plan to improve the quality;
Recognize and analyze ethical issues related to intellectual property, data security, integrity, and privacy; and,
Communicate effectively to a variety of audiences.

Analytics and AI Certificate Requirements

This certicate program requires a total of 12 semester hours.

Complete the following courses - 6 semester hours:

ANLY 500 - Analytics I: Principles and Applications (3 semester hours)
ANLY 620 - Ethics for Data Analytics and AI (3 semester hours)

Complete one of the following Specializations - 6 semester hours:

AI and Machine Learning

ANLY 530 - Principles and Applications of Machine Learning (3 semester hours)
ANLY 535 - Principles and Applications of Deep Learning (3 semester hours)

Large Language Models and Natural Language Processing

ANLY 520 - Natural Language Processing: Text Summarization and Classification (3 semester hours)
ANLY 540 - Natural Language Processing: Semantic Representations (3 semester hours)

Individualized

With approval from the Advisor, a student can select two-courses (six credits) from existing HU Graduate Programs to form an Individualized Specialization in an area related to the study of AI and data analytics.