Image
Mathematical Foundations for Data Science
Introductory Course
Gain essential calculus and linear algebra skills in this 7-week, hands-on course designed to build confidence in solving real-world data problems.
The Mathematical Foundations for Data Science Certificate provides a structured introduction to these core concepts, focusing on their practical applications in data science, machine learning, and advanced technical studies.
What Will I learn?
- Learn key concepts from limits and derivatives to multivariable calculus.
- Master fundamental linear algebra topics including vectors, matrices, determinants, and eigenvalues.
- Explore practical applications in optimization, machine learning, and data representation.
Is This Program Right for You?
This program is ideal for:
- Professionals in fields like finance, engineering, and computer science seeking to expand their mathematical expertise.
- MS in Data Science and Artificial Intelligence applicants needing to meet calculus and linear algebra prerequisites.
- Students from non-mathematical backgrounds preparing for a graduate or PhD program, as well as those looking to strengthen their mathematical foundation for advanced coursework in data science and other adjacent fields.
Meet Your Instructor
Amanda Ford is an astronomer-turned-data scientist. She got her bachelors from Harvard University, her PhD from the University of Arizona, and did her postdoc at the Max Planck Institute for Astrophysics in Germany. Her astrophysics work combined observations from the Hubble Space Telescope with high-resolution computer simulations to better understand galaxy evolution. She has spent the past 10 years as a data scientist in Silicon Valley. She has worked at various startups, then at Google Maps and Commerce, and most recently served as the Data Program Manager for the San Francisco Mayor's Office of Innovation. She is also a fiction and non-fiction writer, currently pursuing an MFA in creative writing at the University of San Francisco.
Course Information
Format: This is a 7-week online program, held one day/evening per week. The instructor-led sessions are conducted live via Zoom.
Time Commitment: Expect 5-7 hours per week, including live sessions (3 hours), assignments, and projects.
Recordings: Participants will have access to recorded sessions and resources.
Schedule: Mondays, 9/8–10/20, from 10:00 AM – 1:00 PM
Prerequisites: Basic algebra skills recommended; no prior linear algebra knowledge required.
Continuing Education Units: 2
Cost: $1195 - $795 USF Alumni - $395 USF Students
Professional Certificates at the Data Institute
Proven Expertise
Since 2016, the Data Institute at the University of San Francisco has been a leader in delivering top-tier professional certificate programs. Backed by renowned faculty and industry experts, our programs are designed to empower professionals with the knowledge and skills to excel in their fields.
Cutting-Edge Curriculum
Stay ahead of industry trends with courses that focus on the most sought-after topics, including AI, data science, and graph neural networks. Our curriculum is continuously updated to reflect the latest advancements and best practices.
Hands-On Learning
Master practical skills by working on real-world projects, engaging in interactive instruction, and using state-of-the-art tools and techniques trusted by leading professionals.