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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 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
Jason Meintjes has a deep passion for algebraic and geometric mathematics, with research expertise in continued fractions over non-Euclidean imaginary quadratic fields, topological data analysis, chip-firing games on graphs, tropical geometry, and the moduli space of curves.
Course Information
Format: This is a 7-week online program, held one evening per week, typically from 6:00 PM to 9:00 PM. 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: Thursdays February 25 - April 8 6-9pm.
Prerequisites: Basic algebra skills recommended; no prior linear algebra knowledge required.
Continuing Education Units: 2
Cost: $1195 - $795 USF Alumni - $295 USF Students
Professional Certificates at the Data Institute
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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.