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

Math For Machine Learning Courses

Courses in Math for Machine Learning can help you learn linear algebra, calculus, probability, and statistics. You can build skills in data analysis, model evaluation, and algorithm optimization. Many courses introduce tools like Python libraries such as NumPy and SciPy, that support implementing mathematical concepts in AI and artificial intelligence projects. You'll also explore techniques like gradient descent and matrix factorization, which are crucial for developing effective machine learning models.

Popular Math For Machine Learning Courses and Certifications


  • I

    Imperial College London

    Survival Analysis in R for Public Health

    Skills you'll gain: Biostatistics, Statistical Analysis, R (Software), R Programming, Statistical Methods, Data Wrangling, Regression Analysis, Exploratory Data Analysis, Statistical Software, Data Analysis, Statistical Programming, Logistic Regression, Probability & Statistics, Statistical Modeling, Descriptive Statistics, Model Evaluation, Public Health

    4.5 stars, 331 reviews, Intermediate, Course, 1 - 4 Weeks

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

    Status: Free trial
    Free trial
  • C

    Coursera

    Fine Tune BERT for Text Classification with TensorFlow

    Skills you'll gain: Fine-tuning, Tensorflow, Keras (Neural Network Library), Model Training, Model Evaluation, Transfer Learning, Natural Language Processing, Data Preprocessing, Deep Learning, Data Pipelines

    4.6 stars, 212 reviews, Intermediate, Guided Project, Less Than 2 Hours

    ★ 4.6 (212) · Intermediate · Guided Project · Less Than 2 Hours

    Category: Free
    Free
  • E

    Edureka

    Generative AI for Software Engineers & Developers

    Skills you'll gain: Prompt Engineering, Generative AI, Generative Model Architectures, Gemini, Model Deployment, Generative AI Agents, GitHub Copilot, Generative Adversarial Networks (GANs), Google Gemini, Responsible AI, Performance Tuning, Software Development Tools, Code Review, Software Engineering, Artificial Intelligence, AI Personalization, Software Development, Software Quality Assurance, Debugging, Automation

    4.2 stars, 17 reviews, Intermediate, Specialization, 3 - 6 Months

    ★ 4.2 (17) · Intermediate · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
  • L

    Lecturio

    Nursing Prerequisites: Essential Sciences for Future Nurses

    Skills you'll gain: Microbiology, Pharmacology, Sensory Systems Analysis, Health Disparities, Molecular Biology, Infection Control, Infectious Diseases, Chemistry, Social Sciences, Biochemistry, Psychology, Molecular, Cellular, and Microbiology, Sociology, Cultural Sensitivity, Analytical Chemistry, Immunology, Behavior Management, Biology, Decision Making, Taxonomy

    4.5 stars, 23 reviews, Intermediate, Professional Certificate, 3 - 6 Months

    ★ 4.5 (23) · Intermediate · Professional Certificate · 3 - 6 Months

    Status: Free trial
    Free trial
  • P

    Packt

    Nmap Mastery for Ethical Hacking & Network Security (2026)

    Skills you'll gain: Penetration Testing, Vulnerability Scanning, Cyber Security Assessment, OSI Models, TCP/IP, Network Monitoring, Vulnerability Assessments, Network Security, Network Protocols, Vulnerability Management, Security Testing, Exploitation techniques, Intrusion Detection and Prevention, File Transfer Protocol (FTP), Network Analysis, Network Infrastructure, Firewall, Distributed Denial-Of-Service (DDoS) Attacks, Email Security, General Networking

    Intermediate · Course · 3 - 6 Months

    Category: New
    New
  • U

    University of Michigan

    The Finite Element Method for Problems in Physics

    Skills you'll gain: Finite Element Methods, Engineering Analysis, Mathematical Software, Numerical Analysis, Mathematical Modeling, Advanced Mathematics, C++ (Programming Language), Structural Engineering, Mechanics, Integral Calculus

    4.6 stars, 564 reviews, Intermediate, Course, 3 - 6 Months

    ★ 4.6 (564) · Intermediate · Course · 3 - 6 Months

    Category: Preview
    Preview
  • C

    Coursera

    Preparing Images for AI Models

    Skills you'll gain: Image Quality, Data Preprocessing, Data Cleansing, Model Training, Data Quality, Generative AI, Fine-tuning, Data Collection, Data Wrangling, Data Transformation, Data Ethics, Data Integrity, Data Management, Metadata Management

    Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • A

    Alex Genadinik

    Affiliate Marketing For Passive Income - 2026

    Skills you'll gain: Prompt Engineering, Search Engine Optimization, Selling Techniques, Video Production, Email Automation, Google Ads, Generative AI Agents, Sales Strategy, AI Orchestration, Marketing Channel, Inside Sales, Performance marketing, Marketing, Product Promotion, Online Advertising, Marketing Strategies, AI Workflows, Content Marketing, Web Analytics, New Business Development

    4.7 stars, 14 reviews, Beginner, Specialization, 3 - 6 Months

    ★ 4.7 (14) · Beginner · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
  • H

    Howard University

    Linear Algebra for Data Science Using Python

    Skills you'll gain: Data Wrangling, Linear Algebra, Regression Analysis, Data Manipulation, Predictive Modeling, Dimensionality Reduction, Data Science, Data Visualization, Plot (Graphics), Mathematical Modeling, Scientific Visualization, Data Preprocessing, NumPy, Predictive Analytics, Statistical Modeling, Mathematical Software, Statistical Methods, Applied Mathematics, Algebra, Python Programming

    4.3 stars, 33 reviews, Beginner, Specialization, 3 - 6 Months

    ★ 4.3 (33) · Beginner · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
  • M

    Macquarie University

    Excel Regression Models for Business Forecasting

    Skills you'll gain: Forecasting, Regression Analysis, Time Series Analysis and Forecasting, Predictive Modeling, Model Evaluation, Excel Formulas, Microsoft Excel, Statistical Modeling, Business Modeling, Trend Analysis, Business Planning, Data Synthesis, Statistical Methods, Correlation Analysis, Statistical Analysis, Data Visualization, Statistical Hypothesis Testing

    4.9 stars, 112 reviews, Intermediate, Course, 1 - 3 Months

    ★ 4.9 (112) · Intermediate · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • M

    Madecraft

    15 Tips for Landing a Data Science Job

    Skills you'll gain: Professional Networking, Web Presence, Interviewing Skills, Strategic Sourcing, Data Science, Recruitment, Blogs, Relationship Building, Professional Development, Job Analysis, Gap Analysis, Rapport Building, Professionalism, Communication Strategies, Follow Through, Applicant Tracking Systems, Business Correspondence, Keyword Research, GitHub, Project Portfolio Management

    Beginner · Course · 1 - 3 Months

    Category: New
    New
    Status: Free trial
    Free trial
  • M

    Macquarie University

    Excel for Business with AI: Essentials

    Skills you'll gain: Microsoft Excel, Excel Formulas, Spreadsheet Software, Interactive Data Visualization, Productivity Software, Microsoft 365, Data Management, Dashboard, Pivot Tables And Charts, Microsoft Copilot, Business Analytics, Data Analysis, digital literacy, Generative AI, Analysis

    4.9 stars, 12 reviews, Beginner, Course, 1 - 3 Months

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

    Category: Preview
    Preview
1…206207208…834

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

  • Survival Analysis in R for Public Health: Imperial College London
  • Fine Tune BERT for Text Classification with TensorFlow: Coursera
  • Generative AI for Software Engineers & Developers: Edureka
  • Nursing Prerequisites: Essential Sciences for Future Nurses: Lecturio
  • Nmap Mastery for Ethical Hacking & Network Security (2026): Packt
  • The Finite Element Method for Problems in Physics: University of Michigan
  • Preparing Images for AI Models: Coursera
  • Affiliate Marketing For Passive Income - 2026: Alex Genadinik
  • Linear Algebra for Data Science Using Python: Howard University
  • Excel Regression Models for Business Forecasting: Macquarie University

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