CSU Machine Learning Courses and Research: Preparing for the AI-Driven Future

The California State University (CSU) system is proactively integrating artificial intelligence (AI) and machine learning (ML) into its curriculum and research initiatives, aiming to equip students, faculty, and staff with the skills and knowledge necessary to thrive in an increasingly AI-driven world. This commitment is reflected in various programs, partnerships, and research endeavors across the 23 CSU universities.

CSU's System-Wide AI Initiative

Recognizing the growing importance of AI, the CSU announced a public-private initiative in early 2025 with leading tech companies. This initiative focuses on leveraging AI to create an AI-empowered higher education system. The goal is to provide equitable access to AI training, learning, and teaching tools, including ChatGPT, for the system's more than 460,000 students and 63,000 faculty and staff. This ensures that the CSU community can meet the rapidly evolving education and workforce needs of California. The initiative underscores the importance of preparing students to use AI in their future careers by embedding AI education into the curriculum and giving them access to related tools and hands-on learning.

CSU Chancellor Mildred García emphasized the importance of AI readiness, stating that every graduate will enter a workforce increasingly reliant on AI. This initiative aims to provide promising career opportunities and improve graduates' economic stability.

Curriculum Integration and Degree Programs

The CSU system offers several degree programs related to AI, including:

Master of Science in Data Science and Artificial Intelligence: This program combines theory and application, providing hands-on training to develop computation, statistical, and system-building skills.
Artificial Intelligence and Machine Learning concentration: Some universities offer this concentration within their Computer Science major.
Bachelor of Science in Information Science and Data Analytics: This program provides a foundation in data analysis and related fields.
Artificial Intelligence Ethics & Society program: Some universities are developing programs with both a major and a minor option.

San José State University (SJSU): A Hub of AI Innovation

San José State University (SJSU) is at the forefront of AI education, particularly given its location in the heart of Silicon Valley. SJSU has been actively preparing its students for technology-focused careers.

Partnership with the City of San José and NVIDIA

In December 2024, SJSU announced a new partnership with the City of San José and NVIDIA. This collaboration focuses on upskilling the AI workforce by training both students and current employees. SJSU President Cynthia Teniente-Matson highlighted that the relationship focuses on high-demand fields such as artificial intelligence, machine learning, and data science, ensuring graduates are ready to excel in the next generation of careers.

Lucas College of Business AI Ecosystem

SJSU's Lucas College of Business is developing an ecosystem of AI education for students by creating an AI task force. This task force, led by Leslie Albert, director of the SJSU School of Information Systems and Technology, focuses on teaching, research, and industry use around AI. A major component of this effort is incorporating AI learning into coursework for all degree programs.

AI in the Classroom: Examples

Big Data Course: Students processed a Yelp data set of 7 million reviews to develop AI-generated summaries of restaurants using tools like LangChain, Google Gemini, and Apache Spark on Databricks. They then presented their findings to industry experts.
Accounting Courses: Students learn introductory concepts, ethics, and the implications of AI. They also build AI tools for automating repetitive tasks and use AI models to answer business questions with real and synthetic accounting data.
Systems Analysis and Design Class: Students implemented AI to develop project tasks and workflows.

Some courses also include micro-credentials on AI topics. Rangapriya Kannan, dean of the Lucas College & Graduate School of Business, emphasizes the importance of AI in the classroom, stating that students can gain in-demand skills like problem-solving abilities and hands-on experience that improves both technical proficiency and analytical thinking.

AI for Social Good Project

The AI for Social Good project, funded by the National Science Foundation, was launched at SJSU in 2018. It integrates AI education into relevant courses across disciplines, empowering students to develop AI-powered solutions to address social challenges within their communities. The project has since expanded to Long Beach, Pomona, San Bernardino, and the Chancellor’s Office.

Responsible Innovation in AI Conference

SJSU hosted a Responsible Innovation in AI Conference that brought together industry experts from SJSU, Google, NVIDIA, IBM, and others to explore the future of AI. Professor Anu Basu, director of the Silicon Valley Center for Entrepreneurship, and industry expert Vasudha Badri-Paul led the conference.

Read also: Revolutionizing Remote Monitoring

CSU San Bernardino (CSUSB): Center for Cyber and AI

CSU San Bernardino (CSUSB) has established a Center for Cyber and AI, reflecting the heightened focus on AI education for students. Vincent Nestler, director of the Center for Cyber and AI, emphasizes the fundamental change coming in IT and cyber, stating that humans using AI will replace humans who are not. The center aims to make students as AI-enhanced as possible to be more competitive in the workforce.

AI-Integrated Assignments and Learning

Nestler incorporates AI into classwork for all courses by designing assignments that are impossible to complete without AI. He tests students' learning by posing questions that demonstrate their understanding of what the AI accomplished.

AI Technology and Experimentation

The Center for Cyber and AI has acquired technology that allows students to experiment with AI, including robotic dogs with AI capabilities used for law enforcement purposes and Mobile ALOHA remotely controlled robotic arms that can learn how to do repeated tasks. Students test what information these machines track, how they share that information, if they can be hacked, and how they can be secured.

CoyoteGPT: A Private AI Platform

Nestler has also developed an AI platform called CoyoteGPT that students use for class assignments instead of ChatGPT. This experience helps students learn the benefits and challenges of using a private, local AI platform versus a larger, public tool.

Coyote Super AI Team

The Coyote Super AI Team invites students to explore how AI can enhance work in various fields they are interested in, from art to coding.

Read also: Boosting Algorithms Explained

San Diego State University (SDSU): Equitable AI Alliance (EAIA)

San Diego State University (SDSU) leads the Equitable AI Alliance (EAIA), aimed at giving all students, faculty, and staff across SDSU, UC San Diego (UCSD), and San Diego Community College District (SDCCD) greater access to the power of AI. Launched in 2024, the alliance focuses on assessing campuses' AI needs by expanding an AI student survey SDSU conducted in fall 2023 to UCSD and SDCCD. The results will help the systems understand how to better serve students and staff and how to grow its collection of shared AI resources.

AI Resources and Training

The systems aim to inform their communities on AI resources and how to use them. The Academic Applications of AI Micro-Credential is available to the UCSD and SDCCD communities. Currently available only to SDSU students, faculty, and staff as well as the CSU community, the micro-credential covers the effective and ethical use of AI tools.

Shared AI Tools and Resources

EAIA will develop and share AI tools across the institutions, ensuring equal access for all members of the campus communities.

CSU Fullerton (CSUF): AI Hub for Education and Innovation

CSU Fullerton (CSUF) received an AI Grand Challenge: Leveraging AI for Teaching and Learning grant. The project will create an AI Hub, develop AI curriculum, and offer training on the effective and ethical use of AI. These initiatives will provide faculty with greater opportunities to conduct AI-related research and work on AI applications while involving students from various disciplines, ensuring they get experiential learning with the technology before graduation.

The AI Hub will be a dynamic ecosystem that nurtures AI talent, fosters interdisciplinary learning, and establishes CSUF as a leader in inclusive AI education and innovation. In addition, the project will allow CSUF to forge relationships within the AI industry, further bolstering research and learning.

Cal Poly Pomona (CPP): Avanade AI & Innovation Center

Thanks to a decade-long partnership with technology company Avanade, Cal Poly Pomona is expanding academic opportunities related to artificial intelligence for its students. CPP held an Artificial Intelligence (AI) Conference, themed “AI and Us: Building Inclusive and Adaptive Futures Together." It included a keynote speech on AI readiness, sessions on topics like AI ethics and AI career pathways, and a networking event where campus departments, student clubs, and offices demonstrated the current use of AI at CPP.

During the conference, Cal Poly Pomona held a ceremonial ribbon cutting for the new Avanade AI & Innovation Center located at CPP's Innovation Village. The center will foster AI research, host hackathons and workshops, showcase innovations and trends in AI, and facilitate collaboration with industry partners.

CSU Global: Online AI and Machine Learning Education

CSU Global, the nation’s first fully online public university with accredited degree programs, offers a Master’s degree in AI and Machine Learning. The program went from 20 total enrollees in 2020 to 539 in 2025. To date, 316 students have graduated with the degree.

CSU Global President and CEO Becky Takeda-Tinker said she has seen a growing urgency to upskill the existing workforce and better train others using AI. The university is focused on building a foundational familiarity with available AI tools and associated ethical considerations. To that end, CSU Global has woven ethics and compliance, work-based applications, and various AI tools throughout its courses, including its AI and machine learning curriculum - not just as standalone topics, but as practical considerations in every course.

Colorado State University (CSU) System: Addressing AI System-Wide

The entire CSU System is navigating similar dynamics around AI’s use. Over the next decade, the System will need to navigate changes to curriculum and the classroom while also acknowledging changes and challenges to workflows. It will be a careful balancing act: While many leaders admit the technology is still a fast-moving target, efforts are already underway to facilitate familiarity, describe best practices, and organize a coherent response to the challenges ahead.

To pull together activities across this space, the Colorado State University System launched the Artificial Intelligence Joint Taskforce in Spring 2024. The group was organized by CSU Vice President for Technology Brandon Bernier along with Marion Underwood, CSU provost and executive vice president, and Gail Mackin, CSU Pueblo provost and executive vice president. The deans of libraries at both institutions serve as co-chairs of the committee, which was charged with resource planning and developing an understanding of risk and privacy management issues associated with AI, among many other topics.

A key component of the task force is development of pilot programs that focus on constructive ways to use AI across the System. Another effort is underway to develop a generative AI model specifically for CSU, called RAM GPT.

Cleveland State University (CSU): Expertise in Data Science and AI

Cleveland State University (CSU) offers a proven record of expertise in data science and artificial intelligence in partnership with CSU T.E.C.H. Hub, Center for Cybersecurity and Privacy Protection, and Center for Applied Data Analysis and Modeling.

Students enrolled in the PhD, MCS and MSSE degree program are offered advanced courses relevant to research. The PhD in Engineering, Applied Computer and Data Science (ACDS) Specialization, is jointly offered by Cleveland Clinic and CSU.

tags: #CSU #machine #learning #courses #and #research