• 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


  • U

    University of London

    Operations Systems Excellence

    Skills you'll gain: Operations Management, Operations, Process Design, Operational Excellence, Business Operations, Manufacturing Operations, Operational Efficiency, Process Mapping, Operational Analysis, Organizational Strategy, Process Management, Business Strategy, Customer Analysis, Strategic Planning

    ★ 4.7 (85) · Mixed · Course · 1 - 4 Weeks

  • P

    Packt

    Mastering Image Segmentation with PyTorch

    Skills you'll gain: Image Analysis, Convolutional Neural Networks, Model Evaluation, Applied Machine Learning, Deep Learning, Model Training, Model Optimization, Computer Vision, Artificial Neural Networks, Machine Learning Methods, Data Preprocessing, Data Processing, Network Architecture

    Beginner · Course · 1 - 4 Weeks

  • E

    EDUCBA

    Agile Practices: Apply, Evaluate & Optimize from Mindset

    Skills you'll gain: Scrum (Software Development), User Story, Backlogs, Strategic Prioritization, Agile Methodology, Sprint Planning, Agile Project Management, Business Priorities, Prioritization, Agile Product Development, Sprint Retrospectives, Project Estimation, Estimation, Workflow Management, Risk Analysis

    ★ 5 (24) · Mixed · Course · 1 - 4 Weeks

  • R

    Red Hat

    Foundations of Red Hat Cloud-native Development

    Skills you'll gain: Kubernetes, Cloud-Native Computing, OpenShift, Containerization, Docker (Software), Cloud Applications, Cloud Development, Application Deployment, Cloud Deployment, Cloud Platforms, Cloud Computing, Command-Line Interface

    ★ 4.6 (168) · Intermediate · Course · 1 - 4 Weeks

  • E

    EDUCBA

    Analyze Data Science Concepts Using R

    Skills you'll gain: Data Manipulation, Statistical Analysis, R (Software), Ggplot2, R Programming, Data Wrangling, Data Transformation, Data Visualization Software, Data Science, Applied Machine Learning, Data Preprocessing, Probability & Statistics, Data Analysis, Statistical Modeling, Machine Learning Methods, Regression Analysis, Statistical Software, Data-Driven Decision-Making, Statistical Programming, Machine Learning

    Beginner · Course · 1 - 3 Months

  • M

    Microsoft

    Data Manipulation and Transactions in SQL Server

    Skills you'll gain: Transact-SQL, Transaction Processing, Database Management, Microsoft SQL Servers, Operational Databases, SQL, Data Manipulation, Relational Databases, Database Theory, Data Integrity, Data Access, Generative AI, AI Integrations, Performance Tuning

    ★ 4.4 (44) · Beginner · Course · 1 - 4 Weeks

  • T

    The Pennsylvania State University

    Geodesign: Change Your World

    Skills you'll gain: Geographic Information Systems, Case Studies, Climate Change Programs, Systems Thinking, Geospatial Information and Technology, Sustainable Design, Spatial Analysis, Sustainable Development, Design Strategies, Collaborative Software, Decision Intelligence, Decision Support Systems, Cultural Responsiveness

    ★ 4.6 (64) · Beginner · Course · 1 - 3 Months

  • D

    Digital Marketing Institute

    Social Media and Social Content Strategy

    Skills you'll gain: Social Media Marketing, Social Media, Social Media Content, Social Media Strategy, Social Media Management, Social Media Analytics, Social Media Campaigns, Content Marketing, Instagram, Digital Media Strategy, Digital Advertising, Facebook, Digital Marketing, Paid media, Content Creation, Content Strategy, Earned Media, Customer Engagement

    ★ 4.4 (119) · Beginner · Course · 1 - 4 Weeks

  • C

    Columbia University

    Optimization Methods in Asset Management

    Skills you'll gain: Portfolio Management, Investment Management, Portfolio Risk, Asset Management, Investments, Risk Modeling, Estimation, Market Liquidity, Risk Management, Financial Market, Financial Trading, Model Optimization, Equities, Securities (Finance), Statistical Methods, Risk Analysis, Securities Trading, Market Dynamics, Sampling (Statistics), Financial Analysis

    ★ 4.6 (47) · Intermediate · Course · 1 - 3 Months

  • P

    Packt

    AI & Quantum Computing – Zero to Expert Bootcamp

    Skills you'll gain: Reinforcement Learning, Deep Learning, Model Training, Artificial Intelligence and Machine Learning (AI/ML), PyTorch (Machine Learning Library), Tensorflow, Machine Learning, Quantum computing, Machine Learning Algorithms, Artificial Intelligence, Model Optimization, Artificial Neural Networks, Algorithms, Python Programming

    Intermediate · Course · 1 - 3 Months

  • R

    Rice University

    Mindfulness and Well-being: Peace in, Peace Out

    Skills you'll gain: Mindfulness, Active Listening, Compassion, Meditation & Breathwork, Personal Development, Self-Awareness, Communication, Social Impact, Relationship Building, Social Justice

    ★ 4.9 (58) · Beginner · Course · 1 - 3 Months

  • U

    University of Michigan

    Introduction to Healthcare Accounting

    Skills you'll gain: Financial Statements, Financial Accounting, Financial Statement Analysis, Financial Analysis, Financial Reporting, Balance Sheet, Financial Acumen, Accounting, Income Statement, Non-Profit Accounting, Resource Utilization, Cash Flows, Resource Management, Generally Accepted Accounting Principles (GAAP), Healthcare Industry Knowledge, Financial Management, Performance Improvement

    ★ 4.6 (23) · Beginner · Course · 1 - 4 Weeks

1…761762763…834

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

  • Operations Systems Excellence: University of London
  • Mastering Image Segmentation with PyTorch: Packt
  • Agile Practices: Apply, Evaluate & Optimize from Mindset: EDUCBA
  • Foundations of Red Hat Cloud-native Development: Red Hat
  • Analyze Data Science Concepts Using R: EDUCBA
  • Data Manipulation and Transactions in SQL Server: Microsoft
  • Geodesign: Change Your World: The Pennsylvania State University
  • Social Media and Social Content Strategy: Digital Marketing Institute
  • Optimization Methods in Asset Management: Columbia University
  • AI & Quantum Computing – Zero to Expert Bootcamp: Packt

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