• 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 Glasgow

    Data-Driven Leadership

    Skills you'll gain: Data Literacy, Data-Driven Decision-Making, Case Studies, Strategic Decision-Making, Data Strategy, Leadership Studies, Decision Making, Data Quality, Business Leadership, Crisis Management, Critical Thinking, Leadership, Organizational Effectiveness, Digital Analysis, Business Transformation, Storytelling, Leadership Development, Agile Methodology, Strategic Leadership, Leadership and Management

    ★ 4.7 (152) · Intermediate · Specialization · 1 - 3 Months

  • E

    Edureka

    Predictive Modeling with Python

    Skills you'll gain: Predictive Modeling, Statistical Modeling, Statistical Machine Learning, Predictive Analytics, Statistical Methods, Data Analysis, Analytics, Applied Machine Learning, Business Analytics, Machine Learning Methods, Statistical Analysis, Machine Learning, Scikit Learn (Machine Learning Library), Model Training, Data Preprocessing, Model Optimization, Python Programming, Data Manipulation, Pandas (Python Package), NumPy

    Intermediate · Course · 1 - 3 Months

  • U

    University of Michigan

    Information Extraction from Free Text Data in Health

    Skills you'll gain: Text Mining, Unstructured Data, Health Informatics, Natural Language Processing, Clinical Documentation, Model Evaluation, Clinical Informatics, Deep Learning, Model Training, Machine Learning, Medical Terminology, Artificial Neural Networks, Python Programming, Computer Programming, Computer Programming Tools

    Intermediate · Course · 1 - 4 Weeks

  • I

    IESE Business School

    Persuasive Communication

    Skills you'll gain: Persuasive Communication, Public Speaking, Storytelling, Verbal Communication Skills, Influencing, Communication, Oral Expression, Leadership, Sales Presentations, Motivational Skills, Sales Presentation, Business Communication, Professional Development, Motion Arguments, Presentations, Deductive Reasoning, Trustworthiness, Drive Engagement, Driving engagement, Emotional Intelligence

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

  • U

    UNSW Sydney (The University of New South Wales)

    How to Validate your Startup Idea

    Skills you'll gain: Financial Modeling, Growth Strategies, Entrepreneurship, Value Propositions, Customer Acquisition Management, Financial Forecasting, Lean Methodologies, Business Modeling, Commercialization, Ideation, Entrepreneurial Finance, Presentations, New Product Development, Product Development, Customer Insights, Verbal Communication Skills, Income Statement, Strategic Partnership, Persona Development, Investments

    ★ 4.1 (150) · Mixed · Course · 1 - 3 Months

  • E

    EDUCBA

    Developing Secure IoT Applications

    Skills you'll gain: Cloud Security, Internet Of Things, Network Security, Application Security, Security Management, Data Security, Cloud Services, Security Controls, Time Series Analysis and Forecasting, Cryptography, Data Analysis, Cryptographic Protocols, Identity and Access Management, Data Integrity, Authentications, Vulnerability Assessments

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

  • S

    Starweaver

    Hospitality Luxury Brand Management

    Skills you'll gain: Hospitality Management, Hospitality Services, Hospitality, Hospitality and Food Services, Brand Management, Branding, Brand Marketing, Brand Strategy, Business Ethics, Digital Transformation, Sustainable Business, Market Dynamics, Corporate Sustainability, Quality Management, Customer experience improvement, Innovation

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

  • M

    MathWorks

    Data Processing and Feature Engineering with MATLAB

    Skills you'll gain: Feature Engineering, Dimensionality Reduction, Data Integration, Data Preprocessing, Exploratory Data Analysis, Data Visualization, Plot (Graphics), Data Compilation, Matlab, Scientific Visualization, Data Processing, Data Cleansing, Data Wrangling, Data Manipulation, Histogram, Data Transformation, Data Science, Text Mining, Predictive Modeling, Unstructured Data

    ★ 4.7 (351) · Intermediate · Course · 1 - 3 Months

  • K

    Korea Advanced Institute of Science and Technology(KAIST)

    Electrodynamics: Electric and Magnetic Fields

    Skills you'll gain: electromagnetics, Electrical Engineering, Physics, Materials science, Mechanics, Engineering, Differential Equations, Mathematical Modeling

    ★ 4.8 (232) · Advanced · Course · 1 - 3 Months

  • U

    University of Colorado Boulder

    Fandom and Popular Culture in the Digital Age

    Skills you'll gain: digital literacy, Music, Social Media, Digital Publishing, Self-Awareness, Content Creation, World Music, Personal Development, Media and Communications, Community Outreach, Case Studies, Sociology, Culture, Diversity Awareness, Cultural Diversity, Community Development, Driving engagement, Communication, Analysis, Writing

    ★ 4.7 (26) · Beginner · Specialization · 1 - 3 Months

  • U

    Unilever

    Supply Chain Software Tools

    Skills you'll gain: Supply Chain Systems, Supply Chain Management, Supply Chain, Data Management, Data Lakes, Supply Chain Planning, Data Analysis Software, Real Time Data, Data Storage Technologies, Inventory Management System, Forecasting, Demand Planning, Data Analysis, Data-Driven Decision-Making, AI Enablement, Problem Solving

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

  • E

    EDUCBA

    Microsoft Azure - Data Lake

    Skills you'll gain: Data Lakes, Microsoft Azure, Stored Procedure, Data Architecture, Performance Tuning, Data Management, Query Languages, Data Manipulation, Scripting, SQL, Data Processing, Windows PowerShell, Microsoft Visual Studio, Command-Line Interface, Heat Maps

    ★ 5 (11) · Intermediate · Course · 1 - 3 Months

1…740741742…834

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

  • Data-Driven Leadership: University of Glasgow
  • Predictive Modeling with Python : Edureka
  • Information Extraction from Free Text Data in Health: University of Michigan
  • Persuasive Communication: IESE Business School
  • How to Validate your Startup Idea: UNSW Sydney (The University of New South Wales)
  • Developing Secure IoT Applications: EDUCBA
  • Hospitality Luxury Brand Management: Starweaver
  • Data Processing and Feature Engineering with MATLAB: MathWorks
  • Electrodynamics: Electric and Magnetic Fields: Korea Advanced Institute of Science and Technology(KAIST)
  • Fandom and Popular Culture in the Digital Age: University of Colorado Boulder

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