3 units
- Required Core Courses (18 Units)
- Required Core Courses
- Required Core Courses (24 Units)
- At Least Nine Units Selected from
- Required Core Courses (15 Units)
Offered: Summer 2027 (not offered), Spring 2027 (offered), Fall 2026 (unknown)
Counts toward
- Computational Science, Data Science Concentration, M.S. (2026-27) - Required Core Courses (18 Units)
- Computational Science, Data Science Concentration, M.S. (2025-26) - Required Core Courses (15 Units)
- Computational Science, Data Science Concentration, M.S. (2024-25) - Required Core Courses (15 Units)
- Computational Science, M.S. (2026-27) - Required Core Courses
Show all 12
- Computational Science, M.S. (2025-26) - Required Core Courses
- Computational Science, M.S. (2024-25) - Required Core Courses
- Computational Science, Professional Applications Concentration, M.S. (2026-27) - Required Core Courses (24 Units)
- Computational Science, Professional Applications Concentration, M.S. (2025-26) - Required Core Courses (24 Units)
- Computational Science, Professional Applications Concentration, M.S. (2024-25) - Required Core Courses (24 Units)
- Mathematics, Emphasis in Computational Science, B.S. (2026-27) - At Least Nine Units Selected from
- Mathematics, Emphasis in Computational Science, B.S. (2025-26) - At Least Nine Units Selected from
- Mathematics, Emphasis in Computational Science, B.S. in Applied Arts and Sciences (2024-25) - At Least Nine Units Selected from
Advanced computational methods and machine learning using Python, implemented from mathematical foundations. Monte Carlo methods, dynamical simulations, Bayesian inference, MCMC, Gaussian processes, neural networks with backpropagation. Students build research-grade implementations, transition to modern frameworks. Develops AI literacy and responsible use. Emphasizes professional software practices and performance optimization.
Prerequisites
MATH 252; MATH 254 or MATH 342A (or equivalent with instructor consent); or Graduate standing
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See the full prerequisite chainFrom the catalog
- Who can take it
- MATH 252; MATH 254 or MATH 342A (or equivalent with instructor consent); or Graduate standing
- Grading
- LCR: Letter Grade with Cr/NC available. The grading default for the class will be letter grade, but students can opt to take it for Cr/NC
- Typically offered
- Spring
1 section in Spring 2027
Class #4124· In-person · Open · Letter or CR/NC
30 of 30 seats open
Mon, Wed 5:30 PM-6:45 PM · PS 140
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