Skip to main content

Catalog Search

Search Options

Contents

About
Our History and Mission
Accreditation
Academic Integrity
Student Life
Student Services
Undergraduate Education
Graduate Education
Tuition, Fees and Other Expenses for Undergraduate Students
Tuition, Fees and Other Expenses for Graduate Students
Financing a Stevens Education
School of Business
School of Humanities, Arts and Social Sciences
Schaefer School of Engineering and Science
Department of Biomedical Engineering
Department of Chemistry and Chemical Biology
Department of Chemical Engineering and Materials Science
Department of Civil, Environmental, and Ocean Engineering
Department of Computer Science
Department of Electrical and Computer Engineering
Department of Mathematical Sciences
Department of Mechanical Engineering
Department of Physics
School of Systems and Enterprises
Courses
- AAI - Applied Artificial Intelligence
- ACC - Accounting
- BIA - Business Intelligence and Analytics
- BIO - Biology
- BIOE - Bioengineering
- BME - Biomedical Engineering
- BT - Business and Technology
- CAL-College-of-Arts-Letters
- CE - Civil Engineering
- CH - Chemistry
- CHE - Chemical Engineering
- CLK - Clark Scholars
- CM - Construction Management
- COMM - Professional Communications
- CPE - Computer Engineering
- CS - Computer Science
  - 100
  - 200
  - 300
  - 400
  - 500
  - 600
  - 700
  - 800
  - 900
- DE - Developmental English
- DS - Data Science
- ECON Economics
- EE - Electrical Engineering
- ELC - English Language and Communication
- EM - Engineering Management
- EMT - Executive Management of Technology
- EN - Environmental Engineering
- ENGR - Interdepartmental Engineering
- ES - Enterprise Systems
- FA - Financial Analytics
- FE - Financial Engineering
- FIN - Finance
- GEN - General Elective
- HAR - Humanities/Art
- HHS - Humanities/History
- HLI - Humanities/Literature
- HMU - Humanities/Music
- HONR - Honor Program
- HPL - Humanities/Philosophy
- HSS - Humanities/Social Sciences
- HST - Humanities Science and Technology Studies
- HTH - Humanities/Theater
- HUM - Humanities General
- IDE-Innovation-Design-and-Entrepreneurship
- IPD - Integrated Product Development
- ISE - Industrial and Systems Engineering
- LCH - Language Chinese
- LFR - Language French
- LSP - Language Spanish
- LTL LanguageItalian
- MA - Mathematics
- ME - Mechanical Engineering
- MGT - Management
- MIS - Information Systems
- MT - Materials Engineering
- NANO - Nanotechnology
- NE - Naval Engineering
- NIS - Networked Information Systems
- OE - Ocean Engineering
- PAE - Product Architecture and Engineering
- PEP-Physics-Engineering-Physics
- PIN - Pinnacle Scholar
- PME - Pharmaceutical Manufacturing
- QF - Quantitative Finance
- SEF-Science-Engineering-Found-for-Edu
- SES - Systems Engineering Security
- SM - Sustainability Management
- SOC - Service Oriented Computing
- SSW - Software Engineering
- SYS - Systems Engineering
- TE Technical Elective
- TG - Technogenesis
- TM - Telecommunications Management

Catalog Links

Print this page

CS 556 Mathematical Foundations of Machine Learning

This course will give students a rigorous introduction to the foundations of machine learning, including but not limited to frequently used tools in linear algebra, calculus, probability, and widely applied methods such as linear regression and support vector machines. In addition, this course provides hands-on training on implementing these algorithms via python from scratch. Students will be trained to use poplar python libraries such as numpy, scipy and matplotlib. Not for CS undergrad majors.

Credits

3

Prerequisite

Graduate Student

Distribution

Computer Science Program