• 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


  • T

    The University of Melbourne

    How Music Can Change Your Life

    Skills you'll gain: Music, World Music, Cultural Diversity, Health Promotion, Social Impact, Rehabilitation, Community Development, Psychotherapy, Mental Health, Mental Health Therapies, Neurology

    4.7
    Rating, 4.7 out of 5 stars
    ·
    180 reviews

    Beginner · Course · 1 - 3 Months

  • S

    Starweaver

    Executive Communication Excellence

    Skills you'll gain: Active Listening, Non-Verbal Communication, Business Writing, Concision, Team Collaboration, Writing, Cultural Sensitivity, Persuasive Communication, Interpersonal Communications, Responsible AI, Empathy & Emotional Intelligence, Emotional Intelligence, Google Gemini, Anthropic Claude, Communication Strategies, Communication, Technical Documentation, Stakeholder Engagement, Marketing Communications, Media and Communications

    4.7
    Rating, 4.7 out of 5 stars
    ·
    33 reviews

    Intermediate · Specialization · 1 - 4 Weeks

  • L

    Ludwig-Maximilians-Universität München (LMU)

    Breastfeeding and Adequate Substitutes

    Skills you'll gain: Child Health, Infant Care, Maternal Health, Postpartum Care, Pediatric Nursing, Pediatrics, Anatomy, Nutrition and Diet, Public Health, Clinical Nutrition, Immunology, Patient Positioning, Medical Support, Food Safety and Sanitation, Endocrinology, Biochemistry, Sterilization

    4.9
    Rating, 4.9 out of 5 stars
    ·
    63 reviews

    Intermediate · Course · 1 - 3 Months

  • U

    University of California San Diego

    Big Data - Capstone Project

    Skills you'll gain: Data Presentation, Data Processing, Big Data, Apache Spark, Splunk, Data Analysis, Unstructured Data, Analytics, Data Wrangling, Data Infrastructure, Social Network Analysis, Network Analysis, Classification Algorithms

    4.4
    Rating, 4.4 out of 5 stars
    ·
    400 reviews

    Mixed · Course · 1 - 3 Months

  • U

    University at Buffalo

    Collaborative Robot Safety: Design & Deployment

    Skills you'll gain: Safety Standards, Safety Training, Safety Assurance, Robotics, Hazard Analysis, Machine Controls, Equipment Design, Risk Management Framework, Risk Control, Product Testing, Failure Analysis, Automation, Mechanical Design, Manufacturing and Production

    4.7
    Rating, 4.7 out of 5 stars
    ·
    260 reviews

    Beginner · Course · 1 - 4 Weeks

  • E

    EDUCBA

    Project on REST API - Pet Clinic Application

    Skills you'll gain: Restful API, Spring Boot, API Design, Application Programming Interface (API), Spring Framework, JSON, Object-Relational Mapping, Web Services, Business Logic, Integration Testing, Data Modeling, Code Reusability, Software Architecture, Data Persistence, Data Access

    5
    Rating, 5 out of 5 stars
    ·
    18 reviews

    Mixed · Course · 1 - 4 Weeks

  • G

    Google Quantum AI

    Hands-on quantum error correction with Google Quantum AI

    Skills you'll gain: Quantum computing, Emerging Technologies, Hardware Architecture, Mathematical Software, Failure Analysis, Simulation and Simulation Software, Software Engineering Tools, Theoretical Computer Science, Mathematical Modeling, Simulations

    4.5
    Rating, 4.5 out of 5 stars
    ·
    199 reviews

    Intermediate · Course · 1 - 4 Weeks

  • A

    Amazon Web Services

    DevOps and AI on AWS: AIOps

    Skills you'll gain: Amazon CloudWatch, DevOps, Devops Tools, DevSecOps, Code Review, AI Integrations, Amazon Web Services, AI Security, Application Performance Management, IT Automation, Artificial Intelligence and Machine Learning (AI/ML), Anomaly Detection, Continuous Monitoring, Vulnerability Scanning, Predictive Analytics

    4.9
    Rating, 4.9 out of 5 stars
    ·
    10 reviews

    Beginner · Course · 1 - 4 Weeks

  • H

    High Tech High Graduate School of Education

    How To Teach Us

    Skills you'll gain: Student-Centred Learning, Interactive Learning, Education and Training, Student Engagement, Pedagogy, Teaching, Differentiated Instruction, Collaboration, Curriculum Planning, Scheduling, Learning Theory, Drive Engagement, Human Learning, Project Design, Discussion Facilitation, Presentations

    4.3
    Rating, 4.3 out of 5 stars
    ·
    45 reviews

    Mixed · Course · 1 - 4 Weeks

  • C

    Coursera

    Forecast bikeshare demand using time series models in R

    Skills you'll gain: R Programming, R (Software), Data Visualization, Statistical Programming, Time Series Analysis and Forecasting, Interactive Data Visualization, Data-Driven Decision-Making, Trend Analysis, Rmarkdown, Data Processing, Data Analysis, Predictive Modeling, Data Cleansing, Data Manipulation, Exploratory Data Analysis, Predictive Analytics, Revenue Management, Forecasting, Business Strategy, Machine Learning

    4.9
    Rating, 4.9 out of 5 stars
    ·
    11 reviews

    Intermediate · Guided Project · Less Than 2 Hours

  • G

    Google Cloud

    Introduction to Image Generation

    Skills you'll gain: Generative AI, Model Deployment, Generative Model Architectures, Cloud Deployment, Model Training

    4.5
    Rating, 4.5 out of 5 stars
    ·
    196 reviews

    Beginner · Course · 1 - 4 Weeks

  • W

    Whizlabs

    Exam Prep PL-300: Microsoft Power BI Data Analyst Associate

    Skills you'll gain: Dashboard Creation, Power BI, Data-Driven Decision-Making, Business Intelligence, Data Presentation, Data Storytelling, Data Visualization Software, Data Transformation, Data Analysis Expressions (DAX), Data Modeling, Star Schema, Pivot Tables And Charts, Key Performance Indicators (KPIs), Data Processing, Interactive Data Visualization, Microsoft Power Platform, Microsoft Excel, Data Management, Data Analysis, Advanced Analytics

    4.3
    Rating, 4.3 out of 5 stars
    ·
    29 reviews

    Intermediate · Specialization · 1 - 3 Months

1…732733734…834

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

  • How Music Can Change Your Life: The University of Melbourne
  • Executive Communication Excellence: Starweaver
  • Breastfeeding and Adequate Substitutes: Ludwig-Maximilians-Universität München (LMU)
  • Big Data - Capstone Project: University of California San Diego
  • Collaborative Robot Safety: Design & Deployment: University at Buffalo
  • Project on REST API - Pet Clinic Application: EDUCBA
  • Hands-on quantum error correction with Google Quantum AI: Google Quantum AI
  • DevOps and AI on AWS: AIOps: Amazon Web Services
  • How To Teach Us: High Tech High Graduate School of Education
  • Forecast bikeshare demand using time series models in R: 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