• 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

    Creo Incubator

    Women in Leadership:Intensive Learning for Emerging Leaders

    Skills you'll gain: Executive Presence, Team Building, Stakeholder Engagement, Strategic Partnership, Stakeholder Communications, Negotiation, Relationship Management, Team Collaboration, Intercultural Competence, Leadership, Team Leadership, Empowerment, Team Motivation, Internal Communications, Communication, Interpersonal Communications, Professional Networking, Team Performance Management, Business Communication, Tactfulness

    Beginner · Specialization · 3 - 6 Months

  • P

    Peking University

    Chinese for HSK 6

    Skills you'll gain: Oral Comprehension, Writing, Vocabulary, Language Competency, Literacy, Grammar, Language Learning

    ★ 4.9 (515) · Advanced · Course · 3 - 6 Months

  • G

    Google Cloud

    Smart Analytics, Machine Learning, and AI on GCP 日本語版

    Skills you'll gain: Google Cloud Platform, Model Deployment, Big Data, Unstructured Data, MLOps (Machine Learning Operations), Tensorflow, Analytics, Data Pipelines, Model Training, Applied Machine Learning, Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Jupyter, Model Evaluation, Natural Language Processing

    ★ 4.5 (31) · Intermediate · Course · 1 - 3 Months

  • U

    University of Michigan

    AI for Lawyers: Learning and Leading

    Skills you'll gain: AI literacy, Critical Thinking, Critical Thinking and Problem Solving, Advocacy, Artificial Intelligence, AI Integrations, Communication, Leadership Development, Professional Development, Constructive Feedback, Leadership, Adaptability, Communication Strategies, Creativity, Generative AI

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

  • P

    Peking University

    Chinese for HSK 4

    Skills you'll gain: Grammar, Oral Comprehension, Language Competency, Language Learning, Literacy, Culture, Vocabulary

    ★ 4.9 (1.2K) · Intermediate · Course · 1 - 3 Months

  • U

    University of Colorado Boulder

    Description Design for Interactive Learning Resources

    Skills you'll gain: Web Content Accessibility Guidelines, Education Software and Technology, Peer Review, Interactive Design, User Interface (UI), Interaction Design, Usability, Software Design Patterns, Usability Testing, Design Strategies, Technical Writing, Simulations, Writing

    Beginner · Course · 1 - 3 Months

  • J

    Johns Hopkins University

    AI for Cybersecurity

    Skills you'll gain: Generative Adversarial Networks (GANs), Anomaly Detection, AI Security, Fraud detection, Model Evaluation, Malware Protection, Cybersecurity, Threat Detection, Feature Engineering, Network Analysis, Cyber Attacks, Cyber Security Strategy, Classification Algorithms, Email Security, Network Security, Jupyter, Authentications, Machine Learning Methods, Machine Learning Algorithms, Artificial Intelligence

    ★ 4.3 (130) · Intermediate · Specialization · 3 - 6 Months

  • T

    The Hong Kong University of Science and Technology

    Matrix Algebra for Engineers

    Skills you'll gain: Linear Algebra, Engineering Calculations, Algebra, Engineering Analysis, General Mathematics, Advanced Mathematics, Mathematics and Mathematical Modeling, Applied Mathematics

    ★ 4.9 (4.7K) · Beginner · Course · 1 - 4 Weeks

  • U

    University of California, Davis

    Coaching Skills for Managers

    Skills you'll gain: Employee Coaching, Management Training And Development, Coaching, Accountability Frameworks, Team Performance Management, Organizational Change, Expectation Management, Performance Management, Key Performance Indicators (KPIs), Accountability, Employee Performance Management, People Management, Professional Development, Leadership and Management, Performance Metric, Organizational Development, Performance Analysis, Organizational Effectiveness, Leadership, Communication

    ★ 4.8 (3K) · Intermediate · Specialization · 3 - 6 Months

  • C

    Coursera

    Deep Learning for Real Estate Price Prediction

    Skills you'll gain: Model Evaluation, Keras (Neural Network Library), Data Preprocessing, Model Training, Deep Learning, Artificial Neural Networks, Tensorflow, Feature Engineering, Predictive Modeling, Data Cleansing, Machine Learning, Real Estate, Python Programming

    ★ 4.4 (23) · Beginner · Guided Project · Less Than 2 Hours

  • P

    Peking University

    Chinese for HSK 5

    Skills you'll gain: Oral Comprehension, Language Competency, Grammar, Language Learning, Literacy, Vocabulary

    ★ 4.8 (544) · Advanced · Course · 3 - 6 Months

  • U

    University of Michigan

    PostgreSQL for Everybody

    Skills you'll gain: Stored Procedure, NoSQL, Database Design, Database Architecture and Administration, SQL, Database Systems, Relational Databases, Cloud Applications, Database Theory, PostgreSQL, Database Management Systems, Data Store, Databases, Database Development, Data Modeling, JSON, Database Management, Text Mining, Query Languages, Natural Language Processing

    ★ 4.7 (1.4K) · Intermediate · Specialization · 3 - 6 Months

1…414243…834

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

  • Women in Leadership:Intensive Learning for Emerging Leaders: Creo Incubator
  • Chinese for HSK 6: Peking University
  • Smart Analytics, Machine Learning, and AI on GCP 日本語版: Google Cloud
  • AI for Lawyers: Learning and Leading: University of Michigan
  • Chinese for HSK 4: Peking University
  • Description Design for Interactive Learning Resources: University of Colorado Boulder
  • AI for Cybersecurity: Johns Hopkins University
  • Matrix Algebra for Engineers: The Hong Kong University of Science and Technology
  • Coaching Skills for Managers: University of California, Davis
  • Deep Learning for Real Estate Price Prediction: Coursera

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