• For Individuals
  • For Businesses
  • For Universities
  • For Governments
Degrees
​
Log In
Join for Free
  • Browse
  • Math For Machine Learning

Math For Machine Learning Courses

Courses in Math for Machine Learning can help you learn linear algebra, calculus, probability, and statistics. You can build skills in data analysis, model evaluation, and algorithm optimization. Many courses introduce tools like Python libraries such as NumPy and SciPy, that support implementing mathematical concepts in AI and artificial intelligence projects. You'll also explore techniques like gradient descent and matrix factorization, which are crucial for developing effective machine learning models.

Popular Math For Machine Learning Courses and Certifications


  • Status: Free Trial
    Free Trial
    I

    Icahn School of Medicine at Mount Sinai

    Dynamical Modeling Methods for Systems Biology

    Skills you'll gain: Matlab, Mathematical Software, Mathematical Modeling, Simulation and Simulation Software, Differential Equations, Simulations, Statistical Modeling, Biochemistry, Biology, Cell Biology, Electrical Systems

    4.7
    Rating, 4.7 out of 5 stars
    ·
    223 reviews

    Mixed · Course · 1 - 3 Months

  • Status: Preview
    Preview
    A

    AI CERTs

    AI for Vibe Coding

    Skills you'll gain: Vibe coding, No-Code Development, Full-Stack Web Development, AI Workflows, Debugging, Application Programming Interface (API), Application Design, Front-End Web Development, Back-End Web Development

    Beginner · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    D

    Dartmouth College

    Simulation for Digital Transformation

    Skills you'll gain: Simulations, Simulation and Simulation Software, Analytics, Digital Transformation, Complex Problem Solving, Predictive Analytics, Data-Driven Decision-Making, Process Modeling, Verification And Validation, Probability, Process Optimization, Data Integration, Risk Management, Probability Distribution, Python Programming, Event-Driven Programming, Decision Making, Performance Analysis

    Intermediate · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    T

    The Linux Foundation

    Using Git for Distributed Development

    Skills you'll gain: Git (Version Control System), Version Control, Software Installation, Open Source Technology, Software Development Tools, Software Versioning, Debugging, Linux

    4.6
    Rating, 4.6 out of 5 stars
    ·
    598 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    C

    Coursera

    GenAI for Marketing and Customer Insights

    Skills you'll gain: Prompt Engineering, Customer Analysis, Customer Insights, Personalized Campaigns, AI Personalization, Keyword Research, Big Data, Performance marketing, Data Visualization, Risking, Marketing Analytics, Customer experience improvement, AI Product Strategy, Generative AI, Collaborative Software, Email Marketing, Marketing Automation, Social Media Marketing, Campaign Management, Predictive Analytics

    4.6
    Rating, 4.6 out of 5 stars
    ·
    225 reviews

    Intermediate · Specialization · 3 - 6 Months

  • Status: Free Trial
    Free Trial
    A

    AI Business School

    AI for Management & Management support

    Skills you'll gain: Agentic Workflows, Prompt Engineering, Agentic systems, AI Workflows, Prompt Engineering Tools, Generative AI, AI literacy, Sales, Sales Enablement, AI Orchestration, Large Language Modeling, ChatGPT, Generative AI Agents, AI Personalization, Productivity, LLM Application, Innovation, Operational Efficiency, Artificial Intelligence, Ideation

    4.6
    Rating, 4.6 out of 5 stars
    ·
    34 reviews

    Beginner · Specialization · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    U

    University of Colorado Boulder

    Product Development for Technical Managers

    Skills you'll gain: New Product Development, Product Development, Product Strategy, Product Design, Design Thinking, Product Planning, Innovation, Persona Development, Product Management, Team Management, Conceptual Design, Prototyping, Team Performance Management, Market Research, Sustainable Business, Design and Product, Project Portfolio Management, Agile Product Development, Marketing, Product Marketing

    Build toward a degree

    4.9
    Rating, 4.9 out of 5 stars
    ·
    39 reviews

    Beginner · Specialization · 3 - 6 Months

  • Status: Free Trial
    Free Trial
    B

    Berklee

    Creating Sounds for Electronic Music

    Skills you'll gain: Musical Composition, Music, Electronic Media, Design Software, Patch Management, Computer Hardware, System Requirements

    4.7
    Rating, 4.7 out of 5 stars
    ·
    262 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    C

    Coursera

    GenAI for DevOps Practitioners

    Skills you'll gain: Infrastructure as Code (IaC), Responsible AI, Generative AI, DevOps, Devops Tools, CI/CD, Continuous Deployment, AI literacy, Software Documentation, Kubernetes, AI Integrations, Data Ethics, Automation, Innovation, Productivity

    Intermediate · Course · 1 - 4 Weeks

  • Status: Preview
    Preview
    C

    Coursera

    GenAI for Supply Chain Optimization

    Skills you'll gain: Responsible AI, Inventory Management System, Inventory Control, Supply Chain Management, Supply Chain, Generative AI, Operational Efficiency, Supply Chain Planning, Inventory and Warehousing, Supply Chain Systems, Transportation, Supply Chain, and Logistics, Data Ethics, Logistics Management, AI Enablement, Demand Planning, AI Integrations, Customer Demand Planning, Emerging Technologies, Predictive Analytics, Automation

    4.7
    Rating, 4.7 out of 5 stars
    ·
    22 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    A

    Adobe

    Generative AI for Creative Workflows

    Skills you'll gain: Visual Storytelling, Adobe Firefly, Adobe Express, Adobe Acrobat, Presentations, Generative AI, Content Creation, Creative Thinking, Adobe Photoshop, Creativity, Prompt Engineering, Adobe Illustrator, Storytelling, Visual Design, Graphic Design, Design, Branding, Artificial Intelligence, Communication, Digital Marketing

    5
    Rating, 5 out of 5 stars
    ·
    21 reviews

    Beginner · Specialization · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    V

    Vanderbilt University

    Generative AI for HR Professionals

    Skills you'll gain: HR Tech, AI Enablement, Human Resources, Technical Communication, Human Resource Strategy, Technical Documentation, Decision Intelligence, AI Personalization, Prompt Engineering, People Development, Generative AI, Interviewing Skills, Program Standards, Job Evaluation, Performance Review, Consolidation, Focus Group, Verification And Validation, Analysis

    4.7
    Rating, 4.7 out of 5 stars
    ·
    60 reviews

    Beginner · Course · 1 - 4 Weeks

1…141142143…834

In summary, here are 10 of our most popular math for machine learning courses

  • Dynamical Modeling Methods for Systems Biology: Icahn School of Medicine at Mount Sinai
  • AI for Vibe Coding: AI CERTs
  • Simulation for Digital Transformation: Dartmouth College
  • Using Git for Distributed Development: The Linux Foundation
  • GenAI for Marketing and Customer Insights: Coursera
  • AI for Management & Management support: AI Business School
  • Product Development for Technical Managers: University of Colorado Boulder
  • Creating Sounds for Electronic Music: Berklee
  • GenAI for DevOps Practitioners: Coursera
  • GenAI for Supply Chain Optimization: Coursera

Other topics to explore

Arts and Humanities
338 courses
Business
1095 courses
Computer Science
668 courses
Data Science
425 courses
Information Technology
145 courses
Health
471 courses
Math and Logic
70 courses
Personal Development
137 courses
Physical Science and Engineering
413 courses
Social Sciences
401 courses
Language Learning
150 courses

Coursera Footer

Skills

  • Accounting
  • Artificial Intelligence (AI)
  • Cybersecurity
  • Data Analytics
  • Digital Marketing
  • Human Resources (HR)
  • Microsoft Excel
  • Project Management
  • Python
  • SQL

Professional Certificates

  • Google AI Certificate
  • Google Cybersecurity Certificate
  • Google Data Analytics Certificate
  • Google IT Support Certificate
  • Google Project Management Certificate
  • Google UX Design Certificate
  • IBM AI Engineering Certificate
  • IBM AI Product Manager Certificate
  • IBM Data Science Certificate
  • Intuit Academy Bookkeeping Certificate

Courses & Specializations

  • AI Essentials Specialization
  • AI For Business Specialization
  • AI For Everyone Course
  • AI in Healthcare Specialization
  • Deep Learning Specialization
  • Excel Skills for Business Specialization
  • Financial Markets Course
  • Machine Learning Specialization
  • Prompt Engineering for ChatGPT Course
  • Python for Everybody Specialization

Career Resources

  • Career Aptitude Test
  • CAPM Certification Requirements
  • CompTIA A+ Certification Requirements
  • CompTIA Security+ Certification Requirements
  • Essential IT Certifications
  • High-Income Skills to Learn
  • How to Learn Artificial Intelligence
  • PMP Certification Requirements
  • Popular Cybersecurity Certifications
  • Share your Coursera learning story

Coursera

  • About
  • What We Offer
  • Leadership
  • Careers
  • Catalog
  • Coursera Plus
  • Professional Certificates
  • MasterTrack® Certificates
  • Degrees
  • For Enterprise
  • For Government
  • For Campus
  • Become a Partner
  • Social Impact
  • Free Courses
  • Udemy

Community

  • Learners
  • Partners
  • Beta Testers
  • Blog
  • The Coursera Podcast
  • Tech Blog

More

  • Press
  • Investors
  • Terms
  • Privacy
  • Help
  • Accessibility
  • Contact
  • Articles
  • Directory
  • Affiliates
  • Modern Slavery Statement
  • Do Not Sell/Share
Learn Anywhere
Download on the App Store
Get it on Google Play
Logo of Certified B Corporation
© 2026 Coursera Inc. All rights reserved.
  • Coursera Facebook
  • Coursera Linkedin
  • Coursera Twitter
  • Coursera YouTube
  • Coursera Instagram
  • Coursera TikTok