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Online Graduate Certificate in Machine Learning & AI

The truth is in your data; the challenge is to find it.

Machine Learning & AI Graduate Certificate Overview

Designed for working professionals, RPI’s Machine Learning & AI Certificate prepares you to apply advanced analytics and AI techniques to real-world business challenges. Delivered in a flexible, fully online format, the program allows you to build in-demand skills without interrupting your career, within a cutting-edge digital learning environment. The three-course graduate certificate can also be stacked with two additional credentials to create a customized master’s degree, giving you the flexibility to align your education with evolving professional goals

In the online AI graduate certificate, you can expect to: 

  • Develop supervised and unsupervised machine learning models using Python 
  • Apply ML techniques to real-world datasets and business challenges 
  • Address common modeling challenges such as feature selection, data imbalance, and performance tuning 
  • Design and communicate machine learning solutions aligned with organizational goals

Turn an Online Graduate Certificate Into a Master’s Degree

RPI at Work offers the opportunity to combine three certificates into a customized master’s degree that suits your specific career and educational goals. After you complete your choice of online graduate certificates, finish an integrative project that brings together everything you have learned into a comprehensive graduate degree.

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Fill out the information below to request more information about RPI’s online Machine Learning & AI Certificate.

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Solve Real-World Business Problems with Machine Learning and AI

This certificate emphasizes practical application over theory, equipping working professionals to translate machine learning techniques into measurable business impact. Through hands-on projects and applied coursework, you will strengthen your ability to analyze complex data, evaluate model performance, and deliver insights that support organizational decision-making across technical and commercial contexts.

Graduates of the online Machine Learning & AI Certificate will be able to: 

  • Build and deploy supervised and unsupervised machine learning models 
  • Use automated data exploration tools to analyze and interpret complex datasets 
  • Implement Python and Jupyter Notebooks for data manipulation and model development 
  • Test, tune, and evaluate models while clearly communicating methods and results to technical and non-technical audiences 
  • Apply techniques such as random forests, XGBoost, and ensemble learning to improve model performance and deliver business value 

This applied approach ensures that machine learning and AI skills are directly transferable to real-world engineering and commercial use cases.

Machine Learning & AI Certificate Online Courses

ENGR 6220: Data Architecture

The emphasis in this course will be understanding structure, dependencies, and quality of data and information. Design and deploy systems built in Python that serve as the basis for the machine learning process.

ENGR 6221: Machine Learning Frameworks

Explore advanced metrics to make train-test-split and model selection decisions. With results from multiple models in hand, learn to distill your findings into an approachable business presentation for both technical and non-technical audiences.

ENGR 6222: Deep Learning in AI Systems

Gather and explore data you collect leveraging your own cleansing, preparation, and exploration proficiencies developed in the course. With an instructor mentor, identify and design machine learning solutions that have explanatory value to relevant stakeholders.

AI and Machine Learning Certification FAQs

The Machine Learning and AI graduate certificate comprises three graduate-level courses designed for flexibility. Students can upskill in a short timeframe with the certificate alone, or stack it with additional certificates over time to build toward a customized master’s degree.

Students develop practical skills in machine learning and artificial intelligence, including building and evaluating supervised and unsupervised models, working with real-world datasets, and applying AI techniques to support data-driven decision-making. Coursework emphasizes hands-on application using tools and frameworks commonly used in professional and organizational settings.

The online format is perfect for working professionals, offering a flexible digital learning environment that allows you to balance coursework with career and personal commitments. Students benefit from RPI’s advanced instructional technology, interactive course design, and access to expert faculty mentors without the need to relocate or pause their careers.

The certificate is designed to build in-demand skills directly applicable to roles in machine learning, analytics, and AI-enabled decision-making. Graduates strengthen their technical foundation and practical experience, positioning themselves for career advancement or transition into machine learning and AI-focused roles across industries.

Student Testimonial

My biggest concern was that the Machine Learning and AI certificate was going to be difficult and time consuming. With RPI at Work, they want everyone to be successful. I thought in the end, the time and effort commitments were well-balanced, the experience very targeted. I appreciate experiences like this because they packed in as much value as possible.

james mullinix headshot
Rushabh Padalia

Faculty Spotlight: Rushabh Padalia

"Achieve a much more sophisticated level of decision making with this Machine Learning and AI graduate certificate. This is absolutely the future of applied learning and is a must if you’re looking to stay apace of rapidly advancing change in the field."

Learn More About Rushabh Padalia
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