• 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


  • S

    Skillshare

    CapCut for Beginners

    Skills you'll gain: Video Editing, TikTok, Storytelling, Animations, Timelines, Post-Production, Visual Storytelling, Photo/Video Production and Technology, Content Creation, Multimedia, Video Production, Creativity, Videography, Editing, Productivity, Color Theory, Color Matching, Typography

    ★ 4.4 (40) · Beginner · Specialization · 1 - 3 Months

  • P

    Politecnico di Milano

    Smart Learning Design

    Skills you'll gain: Blended Learning, Digital pedagogy, Education Software and Technology, Interactive Learning, Instructional Design, Innovation, Solution Design, Learning Strategies, Artificial Intelligence

    Beginner · Course · 1 - 4 Weeks

  • G

    Google Cloud

    BigQuery for Data Analysts

    Skills you'll gain: Looker (Software), SQL, Data Pipelines, Data Transformation, Extract, Transform, Load, Data Warehousing, Data Cleansing, Dashboard Creation, Data Analysis, Data Visualization Software, Data Processing, Google Sheets, Query Languages, Google Cloud Platform, Data Import/Export, Data Integrity

    ★ 4.4 (80) · Intermediate · Course · 1 - 3 Months

  • P

    Packt

    Deep Reinforcement Learning Hands-On

    Skills you'll gain: PyTorch (Machine Learning Library), Reinforcement Learning, Deep Learning, Model Optimization, Large Language Modeling, Machine Learning Methods, Artificial Intelligence and Machine Learning (AI/ML), Artificial Neural Networks, Fine-tuning, Model Training, Agentic systems, Machine Learning Algorithms, Machine Learning, Python Programming, Applied Machine Learning, Natural Language Processing, Performance Tuning, Algorithms, Model Evaluation, Data Analysis

    Intermediate · Specialization · 3 - 6 Months

  • U

    Universidad Nacional de Colombia

    Learning to be caregivers for people with chronic conditions

    Skills you'll gain: Caregiving, Critical Thinking, Stress Management, Chronic Diseases, Emotional Intelligence, Adaptability

    Beginner · Course · 1 - 3 Months

  • U

    University of Pennsylvania

    Finance & Quantitative Modeling for Analysts

    Skills you'll gain: Financial Reporting, Return On Investment, Financial Acumen, Financial Data, Capital Budgeting, Financial Statement Analysis, Financial Statements, Financial Accounting, Business Modeling, Mathematical Modeling, Finance, Regression Analysis, Financial Modeling, Statistical Modeling, Income Statement, Spreadsheet Software, Predictive Modeling, Financial Forecasting, Microsoft Excel, Corporate Finance

    ★ 4.5 (17K) · Beginner · Specialization · 3 - 6 Months

  • U

    University of California San Diego

    Biology Meets Programming: Bioinformatics for Beginners

    Skills you'll gain: Bioinformatics, Programming Principles, Molecular, Cellular, and Microbiology, Python Programming, Computational Thinking, Biology, Program Development

    ★ 4.2 (1.6K) · Beginner · Course · 1 - 4 Weeks

  • C

    Coursera

    Accomplishment STAR Techniques for Job Interviews

    Skills you'll gain: Interviewing Skills, Storytelling, Problem Solving, Oral Expression, Professional Development, Persuasive Communication, Team Leadership, Initiative and Leadership, Concision, Verbal Communication Skills, Teamwork, Professionalism, Job Analysis, Communication, Business Writing

    ★ 4.6 (441) · Beginner · Guided Project · Less Than 2 Hours

  • V

    Vanderbilt University

    Advanced Prompt Engineering for Everyone

    Skills you'll gain: Prompt Engineering, Retrieval-Augmented Generation, Prompt Patterns, Generative AI, Context Engineering, ChatGPT, AI literacy, Anthropic Claude, LLM Application, Large Language Modeling, Data Analysis, Verification And Validation

    ★ 4.8 (773) · Intermediate · Course · 1 - 3 Months

  • G

    Google

    AI for Content Creation

    Skills you'll gain: AI powered creativity, Google Gemini, Visual Storytelling, Multimodal Prompts, Generative AI, AI literacy, AI Enablement, AI Personalization, AI Workflows, Creative Design, Artificial Intelligence, Google Workspace, Responsible AI

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

  • S

    Stanford University

    Probabilistic Graphical Models 3: Learning

    Skills you'll gain: Bayesian Network, Applied Machine Learning, Machine Learning Algorithms, Bayesian Statistics, Machine Learning Methods, Markov Model, Statistical Machine Learning, Machine Learning, Network Model, Unsupervised Learning, Model Training, Probability Distribution, Model Optimization, Statistical Methods, Probability & Statistics, Algorithms

    ★ 4.6 (304) · Advanced · Course · 1 - 3 Months

  • I

    Intel

    Establishing Effective Educator-Machine Partnerships

    Skills you'll gain: Innovation, Education Software and Technology, Digital pedagogy, Education and Training, Technology Strategies, Technology Roadmaps

    Beginner · Course · 1 - 4 Weeks

1…525354…834

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

  • CapCut for Beginners: Skillshare
  • Smart Learning Design: Politecnico di Milano
  • BigQuery for Data Analysts: Google Cloud
  • Deep Reinforcement Learning Hands-On: Packt
  • Learning to be caregivers for people with chronic conditions: Universidad Nacional de Colombia
  • Finance & Quantitative Modeling for Analysts: University of Pennsylvania
  • Biology Meets Programming: Bioinformatics for Beginners: University of California San Diego
  • Accomplishment STAR Techniques for Job Interviews: Coursera
  • Advanced Prompt Engineering for Everyone: Vanderbilt University
  • AI for Content Creation: Google

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