• 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


  • C

    Corporate Finance Institute

    Fundamentals of Data Analysis in Excel

    Skills you'll gain: Microsoft Excel, Pivot Tables And Charts, Spreadsheet Software, Dashboard, Data Transformation, Dashboard Creation, Data Analysis, Excel Formulas, Data Visualization Software, Data Presentation, Data Manipulation

    ★ 4.8 (92) · Beginner · Course · 1 - 3 Months

  • I

    Imperial College London

    Health Coaching Conversations

    Skills you'll gain: Health And Wellness Coaching, Patient Communication, Motivational Interviewing, Patient Education And Counseling, Patient-centered Care, Health Promotion, Coaching, Goal Setting, Health Care, Communication, Empowerment, Planning

    ★ 4.7 (118) · Beginner · Course · 1 - 4 Weeks

  • R

    Real Madrid Graduate School Universidad Europea

    Future of data and technology in football

    Skills you'll gain: LLM Application, Applied Machine Learning, Computer Vision, Analytics, Real Time Data, Reinforcement Learning, Machine Learning Methods, Large Language Modeling, Data-Driven Decision-Making, Machine Learning, Artificial Intelligence, Data Integration, Analysis, Automation, Supervised Learning, Natural Language Processing, Data Presentation, Innovation

    Beginner · Course · 1 - 4 Weeks

  • U

    University of Cape Town

    Climate Adaptation in Africa

    Skills you'll gain: Climate Change Adaptation, Climate Change Programs, Water Resources, Water Sustainability, Sustainable Development, Environmental Policy, Hydrology, Water Resource Management, Land Management, Community Development, Climate Change Mitigation, Environmental Issue, Environment, Natural Resource Management, Environment and Resource Management, Socioeconomics, Economic Development, Vulnerability, Governance

    ★ 4.8 (125) · Beginner · Course · 1 - 3 Months

  • U

    University of Michigan

    Data Structures in C

    Skills you'll gain: Memory Management, C (Programming Language), C and C++, Data Structures, Secure Coding, Application Security, System Programming, Programming Principles

    ★ 4.5 (73) · Intermediate · Course · 1 - 4 Weeks

  • C

    Coursera

    Systematic ML Optimization

    Skills you'll gain: MLOps (Machine Learning Operations), Model Evaluation, Model Training, Model Optimization, Configuration Management, Image Analysis, Debugging, Data Presentation, Experimentation, Computer Vision, Data Visualization, Deep Learning, Algorithms, Performance Tuning, Tensorflow, Failure Mode And Effects Analysis, Root Cause Analysis, Cost Management, Machine Learning, Performance Analysis

    Intermediate · Specialization · 3 - 6 Months

  • 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

  • K

    KodeKloud

    AWS Certified AI Practitioner

    Skills you'll gain: Amazon Bedrock, AWS SageMaker, Generative Model Architectures, Risking, Artificial Intelligence, LLM Application, Large Language Modeling, AI Workflows, AWS Identity and Access Management (IAM), Cloud Solutions, Cloud Engineering, Cloud Development, Cloud Computing, Cloud Management, Cloud Services, Automation

    Beginner · Course · 1 - 3 Months

  • E

    EDUCBA

    Master Digital Marketing Strategy with Case Studies

    Skills you'll gain: Campaign Management, Digital Marketing Campaigns, Social Media, Digital Marketing, Performance marketing, Social Media Marketing, Digital Analysis, Digital Media Strategy, Campaign Planning, Digital Marketing Tools, Case Studies, Social Media Campaigns, Marketing Strategies, Strategic Marketing, Marketing Planning, Strategic Planning, Social Media Strategy, Marketing, Performance Analysis, Competitive Analysis

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

  • C

    Corporate Finance Institute

    Financial Statements in Power BI

    Skills you'll gain: Data Analysis Expressions (DAX), Snowflake Schema, Power BI, Excel Formulas, Financial Statements, Business Intelligence, Financial Reporting, Cash Flows, Microsoft Excel, Financial Data, Data Modeling, Financial Analysis, SQL, Data Import/Export

    ★ 4.7 (44) · Beginner · Course · 1 - 3 Months

  • U

    University of Pennsylvania

    Artificial Intelligence Essentials

    Skills you'll gain: Agentic systems, Artificial Intelligence, Algorithms, AI literacy, Python Programming, Responsible AI, Theoretical Computer Science

    ★ 4.4 (37) · Intermediate · Course · 1 - 4 Weeks

  • U

    University of Alberta

    Workplace Psychological Health and Safety

    Skills you'll gain: Diversity Equity and Inclusion Initiatives, Conflict Management, Safety Culture, Team Leadership, Workplace inclusivity, Diversity Training, Stress Management, Organizational Leadership, Diversity and Inclusion, People Management, Rapport Building, Leadership, Diversity Awareness, Leadership and Management, Mental Health, Emotional Intelligence, Employee Engagement, Empathy, Resilience, Communication

    ★ 4.9 (57) · Beginner · Specialization · 3 - 6 Months

1…768769770…834

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

  • Fundamentals of Data Analysis in Excel: Corporate Finance Institute
  • Health Coaching Conversations: Imperial College London
  • Future of data and technology in football : Real Madrid Graduate School Universidad Europea
  • Climate Adaptation in Africa: University of Cape Town
  • Data Structures in C: University of Michigan
  • Systematic ML Optimization: Coursera
  • Operations Systems Excellence: University of London
  • AWS Certified AI Practitioner: KodeKloud
  • Master Digital Marketing Strategy with Case Studies: EDUCBA
  • Financial Statements in Power BI: Corporate Finance Institute

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