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

Mathematics for Machine Learning Courses

Mathematics for machine learning courses can help you learn linear algebra, calculus, probability, and statistics. You can build skills in optimization techniques, data analysis, and algorithm development. Many courses introduce tools like Python libraries such as NumPy and SciPy, that support implementing mathematical concepts in AI applications. You'll also explore key topics like regression analysis, dimensionality reduction, and neural networks, all of which are crucial for developing effective machine learning models.


Popular Mathematics for Machine Learning Courses and Certifications


  • Status: Preview
    Preview
    U

    University of Colorado Boulder

    Blended Language Learning: Design and Practice for Teachers

    Skills you'll gain: Blended Learning, Course Development, Web Content Accessibility Guidelines, Education Software and Technology, Digital pedagogy, Learning Management Systems, Language Learning, Collaborative Software, Language Competency

    4.8
    Rating, 4.8 out of 5 stars
    ·
    261 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    G

    Google Cloud

    Smart Analytics, Machine Learning, and AI on GCP em Português Brasileiro

    Skills you'll gain: Google Cloud Platform, Tensorflow, Unstructured Data, Model Training, Applied Machine Learning, Model Deployment, Analytics, Machine Learning, Jupyter

    4.8
    Rating, 4.8 out of 5 stars
    ·
    12 reviews

    Intermediate · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    I

    IESE Business School

    Finance for Managers

    Skills you'll gain: Financial Management, Financial Acumen, Cash Management, Financial Data, Management Accounting, Finance, Profit and Loss (P&L) Management, Business Metrics, Analysis, Business Analysis

    4.8
    Rating, 4.8 out of 5 stars
    ·
    1.1K reviews

    Mixed · Course · 1 - 4 Weeks

  • C

    Commonwealth Education Trust

    Foundations of Teaching for Learning: Curriculum

    Skills you'll gain: Curriculum Development, Curriculum Planning, Teaching, Education and Training, Instructional and Curriculum Design, Instructional Strategies, Adult Education, Lesson Planning, Pedagogy, Student-Centred Learning, Student Engagement, Collaboration, Learning Theory, Planning

    4.6
    Rating, 4.6 out of 5 stars
    ·
    529 reviews

    Mixed · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    U

    University of Illinois Urbana-Champaign

    Advanced Deep Learning Methods for Healthcare

    Skills you'll gain: Deep Learning, Generative AI, Generative Model Architectures, Applied Machine Learning, Machine Learning Methods, Graph Theory, Network Analysis, Artificial Neural Networks, Network Model, Health Informatics, Laboratory Experience, Autoencoders, Predictive Modeling, Unsupervised Learning, Data Synthesis

    3.6
    Rating, 3.6 out of 5 stars
    ·
    15 reviews

    Advanced · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    G

    Google Cloud

    Gemini for Google Cloud Learning Path

    Skills you'll gain: Google Gemini, Gemini, AI Security, Cloud Deployment, Google Cloud Platform, Kubernetes, Big Data, Software Development Life Cycle, Systems Development Life Cycle, Devops Tools, Cloud Development, Cloud Security, Development Testing, Virtual Networking, Application Deployment, Marketing Analytics, DevOps, Generative AI, Application Development, Security Engineering

    4.3
    Rating, 4.3 out of 5 stars
    ·
    37 reviews

    Intermediate · Specialization · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    U

    University of Glasgow

    Explainable Deep Learning Models for Healthcare

    Skills you'll gain: Autoencoders, Deep Learning, Model Evaluation, Recurrent Neural Networks (RNNs), Machine Learning, Applied Machine Learning, Responsible AI, Convolutional Neural Networks, Software Visualization, Artificial Neural Networks

    4.6
    Rating, 4.6 out of 5 stars
    ·
    15 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    A

    AI Business School

    AI for HR

    Skills you'll gain: Prompt Engineering, Prompt Engineering Tools, AI Personalization, Agentic Workflows, Responsible AI, Generative AI, Risk Management, HR Tech, Personalized Campaigns, AI literacy, AI Workflows, AI Enablement, ChatGPT, Generative AI Agents, Risk Mitigation, Productivity, Artificial Intelligence, LLM Application, Innovation, Ideation

    4.7
    Rating, 4.7 out of 5 stars
    ·
    28 reviews

    Beginner · Specialization · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    V

    Vanderbilt University

    Generative AI for Leaders

    Skills you'll gain: Succession Planning, Business Writing, Generative AI, Leadership, Business Correspondence, Meeting Facilitation, Organizational Leadership, Leadership Development, Writing, AI Enablement, Business Leadership, AI powered creativity, Proposal Writing, Thought Leadership, Responsible AI, Proposal Development, Human Resource Strategy, Risking, Staff Management, AI Integrations

    4.7
    Rating, 4.7 out of 5 stars
    ·
    675 reviews

    Beginner · Course · 1 - 4 Weeks

  • G

    Google Cloud

    Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Español

    Skills you'll gain: Model Evaluation, Generative AI, Continuous Monitoring, Model Optimization, MLOps (Machine Learning Operations), Model Deployment, Machine Learning Methods, Applied Machine Learning

    Intermediate · Course · 1 - 4 Weeks

  • Status: Preview
    Preview
    G

    Google Cloud

    Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Français

    Skills you'll gain: Model Evaluation, MLOps (Machine Learning Operations), Generative AI, Continuous Monitoring, Model Optimization, Google Cloud Platform, Responsible AI, Data Quality

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    U

    University of Michigan

    Exploring Generative AI for Learning Design

    Skills you'll gain: AI Personalization, Generative AI, AI powered creativity, Education Software and Technology, Instructional Design, AI Integrations, Design Strategies, Content Creation, Emerging Technologies, Professional Development

    4.6
    Rating, 4.6 out of 5 stars
    ·
    49 reviews

    Beginner · Course · 1 - 4 Weeks

1…383940…834

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

  • Blended Language Learning: Design and Practice for Teachers: University of Colorado Boulder
  • Smart Analytics, Machine Learning, and AI on GCP em Português Brasileiro: Google Cloud
  • Finance for Managers: IESE Business School
  • Foundations of Teaching for Learning: Curriculum: Commonwealth Education Trust
  • Advanced Deep Learning Methods for Healthcare: University of Illinois Urbana-Champaign
  • Gemini for Google Cloud Learning Path: Google Cloud
  • Explainable Deep Learning Models for Healthcare: University of Glasgow
  • AI for HR: AI Business School
  • Generative AI for Leaders: Vanderbilt University
  • Machine Learning Operations (MLOps) with Vertex AI: Model Evaluation - Español: Google Cloud

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