• 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


  • F

    Fractal Analytics

    Generative AI for Consultants

    Skills you'll gain: Prompt Engineering, Responsible AI, Generative AI, AI Security, Management Consulting, Business Consulting, Consulting, AI Enablement, Technical Consulting, Quality Assurance, Market Intelligence, Market Research, Automation

    4.3
    Rating, 4.3 out of 5 stars
    ·
    34 reviews

    Intermediate · Course · 1 - 4 Weeks

  • P

    Packt

    Mastering ROS 2 for Robotics Programming

    Skills you'll gain: Robotics, Machine Controls, Reinforcement Learning, Artificial Intelligence and Machine Learning (AI/ML), CI/CD, Continuous Integration, Artificial Intelligence, 3D Modeling, Large Language Modeling, Agentic Workflows, Continuous Deployment, Docker (Software), Automation Engineering, 3D Assets, LLM Application, Containerization, Ubuntu, Python Programming, Linux, C++ (Programming Language)

    Intermediate · Specialization · 3 - 6 Months

  • M

    Microsoft

    Introduction to Programming With C#

    Skills you'll gain: C# (Programming Language), Object Oriented Design, Object Oriented Programming (OOP), Debugging, .NET Framework, Microsoft Visual Studio, Microsoft Copilot, Microsoft Development Tools, Programming Principles, Computer Programming, Program Development, Integrated Development Environments, Development Environment, Performance Tuning

    4.6
    Rating, 4.6 out of 5 stars
    ·
    129 reviews

    Beginner · Course · 1 - 3 Months

  • D

    DeepLearning.AI

    Knowledge Graphs for RAG

    Skills you'll gain: Retrieval-Augmented Generation, LLM Application, LangChain, Large Language Modeling, Embeddings, Prompt Engineering, Query Languages, Vector Databases, Data Storage, Unstructured Data, Graph Theory

    4.8
    Rating, 4.8 out of 5 stars
    ·
    99 reviews

    Intermediate · Project · Less Than 2 Hours

  • U

    University of Minnesota

    Human Resources Management Capstone: HR for People Managers

    Skills you'll gain: Employee Performance Management, Performance Management, Performance Appraisal, Talent Acquisition, Human Resources Management and Planning, Compensation Analysis, Compensation Strategy, Human Resource Strategy, Performance Review, Compensation Management, Human Resources, Recruitment Strategies, Peer Review, Human Resource Policies, Workforce Management, Talent Management, Employee Retention, Recruitment, Constructive Feedback, Employee Engagement

    4.8
    Rating, 4.8 out of 5 stars
    ·
    907 reviews

    Mixed · Course · 1 - 3 Months

  • L

    LearnKartS

    Vibe Coding for Product Managers

    Skills you'll gain: Claude Code, Vibe coding, Full-Stack Web Development, Anthropic Claude, No-Code Development, Application Development, Web Development Tools, Frontend Integration, Web Applications, JavaScript Frameworks, Mobile Development Tools, Development Environment, Application Deployment, Cloud Deployment, AI Workflows, ChatGPT, React.js, Debugging, Prompt Engineering, Artificial Intelligence

    Beginner · Course · 1 - 4 Weeks

  • J

    Johns Hopkins University

    Statistics for Genomic Data Science

    Skills you'll gain: Biostatistics, Bioinformatics, Exploratory Data Analysis, Statistical Analysis, Statistical Methods, Statistical Hypothesis Testing, Statistical Modeling, Statistics, R Programming, Probability & Statistics, Data Preprocessing, Data Analysis, Statistical Inference, Regression Analysis, Data Pipelines, Data Transformation, Data Processing, Logistic Regression

    4.2
    Rating, 4.2 out of 5 stars
    ·
    379 reviews

    Mixed · Course · 1 - 4 Weeks

  • U

    University of California, Davis

    Essential Design Principles for Tableau

    Skills you'll gain: Data Visualization, Data Visualization Software, Tableau Software, Data Storytelling, Data Presentation, Exploratory Data Analysis, Visual Design, Statistical Visualization, Graphic and Visual Design, Design Elements And Principles, Data Analysis, Color Theory, Data Ethics, Statistical Analysis, Anomaly Detection, User Centered Design, Human Factors, Aesthetics

    4.4
    Rating, 4.4 out of 5 stars
    ·
    2.1K reviews

    Beginner · Course · 1 - 4 Weeks

  • I

    IBM

    Generative AI for IT Systems Analysts and Architects

    Skills you'll gain: Prompt Engineering, Process Modeling, Prompt Patterns, Generative AI, Generative Model Architectures, Business Workflow Analysis, Systems Analysis, AI Workflows, AI literacy, Process Optimization, Miro AI, Systems Architecture, Solution Architecture, Software Architecture, Systems Thinking, Responsible AI, Machine Learning, Project Documentation, Stakeholder Communications, Technical Consulting

    4.7
    Rating, 4.7 out of 5 stars
    ·
    12K reviews

    Beginner · Specialization · 1 - 3 Months

  • U

    University of Maryland, College Park

    Legal Foundations for Entrepreneurs

    Skills you'll gain: Intellectual Property, Court Systems, Law, Regulation, and Compliance, Legal Risk, Entrepreneurship, Regulation and Legal Compliance, Labor Law, Legal Strategy, Business Management, Contract Management, Case Law, Labor Compliance, Staff Management, New Business Development, Organizational Structure, Governance

    4.8
    Rating, 4.8 out of 5 stars
    ·
    85 reviews

    Beginner · Course · 1 - 3 Months

  • J

    Johns Hopkins University

    Bioinformatics Methods for Transcriptomics

    Skills you'll gain: Bioinformatics, R (Software), Molecular Biology, Data Analysis Software, Statistical Analysis, Data Mapping, Molecular, Cellular, and Microbiology, Statistical Methods, Analysis, Command-Line Interface, Data Processing, Linux Commands, Linux

    Intermediate · Course · 1 - 4 Weeks

  • U

    University of Colorado Boulder

    Methods for Solving Problems

    Skills you'll gain: Problem Solving, Computational Thinking, Probability Distribution, Behavioral Economics, Analysis, Logical Reasoning, Algorithms, Analytical Skills, Theoretical Computer Science, Decision Intelligence

    4.4
    Rating, 4.4 out of 5 stars
    ·
    187 reviews

    Beginner · Course · 1 - 4 Weeks

1…102103104…834

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

  • Generative AI for Consultants: Fractal Analytics
  • Mastering ROS 2 for Robotics Programming: Packt
  • Introduction to Programming With C#: Microsoft
  • Knowledge Graphs for RAG: DeepLearning.AI
  • Human Resources Management Capstone: HR for People Managers: University of Minnesota
  • Vibe Coding for Product Managers: LearnKartS
  • Statistics for Genomic Data Science: Johns Hopkins University
  • Essential Design Principles for Tableau: University of California, Davis
  • Generative AI for IT Systems Analysts and Architects: IBM
  • Legal Foundations for Entrepreneurs: University of Maryland, College Park

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