• 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


  • P

    Packt

    Alteryx Advanced

    Skills you'll gain: Data Cleansing, Data Manipulation, Advanced Analytics, Applied Machine Learning, Data Wrangling, Fraud detection, Data Transformation, Predictive Modeling, Data Processing, Machine Learning, Data Analysis, Model Training, Data Preprocessing, Sampling (Statistics), Data Integration, Case Studies, Model Evaluation, Workflow Management

    Intermediate · Course · 1 - 3 Months

  • S

    Starweaver

    Verbal Communications and Presentation Skills

    Skills you'll gain: Communication, Public Speaking, Constructive Feedback, Professionalism, Professional Development, Self-Awareness

    ★ 4.6 (90) · Beginner · Course · 1 - 4 Weeks

  • C

    Coursera

    Web Application Security Testing with OWASP ZAP

    Skills you'll gain: Open Web Application Security Project (OWASP), Vulnerability Scanning, Proxy Servers, Security Testing, Penetration Testing, Vulnerability Assessments, Brute-force attacks, Test Tools, Web Scraping

    ★ 4.3 (290) · Intermediate · Guided Project · Less Than 2 Hours

  • L

    L&T EduTech

    Hydrocarbon Exploration and Production

    Skills you'll gain: Oil and Gas, Petroleum Industry, Environmental Engineering, Environmental Issue, Chemical Engineering, Automation Engineering, Engineering Analysis, Geostatistics, Water Resources, Production Process, Process Engineering, Control Systems, Hydraulics, Geospatial Mapping, Process Analysis, Microbiology

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

  • U

    University of Science and Technology of China

    职场修炼:学习、创新、协作与自我实现

    Skills you'll gain: Brainstorming, Creative Thinking, Creative Problem-Solving, Ideation, Problem Solving, Innovation, Adult Education, Lifelong Learning, Productivity, Creativity, Workflow Management, Productivity Software, Collaboration, Quick Learning, Learning Strategies, Operational Efficiency, Adaptability, Personal Development, Willingness To Learn, Self-Awareness

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

  • C

    Coursera

    Web Scraping With GPT: Translate Foreign News Headlines

    Skills you'll gain: Web Scraping, Real Time Data, OpenAI API, Data Capture, Scripting, OpenAI, Natural Language Processing, LLM Application, Python Programming, Data Processing, Application Development, Machine Learning

    ★ 4.5 (8) · Intermediate · Guided Project · Less Than 2 Hours

  • S

    Skillshare

    DaVinci Resolve

    Skills you'll gain: Video Editing, Animations, Timelines, Post-Production, Storytelling, Motion Graphics, Videography, Color Theory, Photo/Video Production and Technology, Color Matching, Video Production, Visual Storytelling, System Configuration, Editing, Cinematography, Image Quality, Data Import/Export, Music, Knowledge of Apple Software, File Management

    ★ 4.2 (32) · Beginner · Specialization · 3 - 6 Months

  • K

    Korea Advanced Institute of Science and Technology(KAIST)

    Rigid Body Dynamics

    Skills you'll gain: Mechanics, Mechanical Engineering, Torque (Physics), Engineering, Engineering Analysis, Engineering Calculations, Physics, Differential Equations, Mathematical Modeling, Applied Mathematics, Calculus, Integral Calculus

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

  • C

    Coursera

    Clean and analyze social media usage data with Python

    Skills you'll gain: Social Media Analytics, Data Visualization, Plot (Graphics), Statistical Visualization, Matplotlib, Marketing Analytics, Social Media Marketing, Python Programming, Social Media, Data Presentation, Data Analysis, Data Wrangling, Exploratory Data Analysis, Data Cleansing, Seaborn, Content Performance Analysis, Jupyter

    ★ 4 (40) · Intermediate · Guided Project · Less Than 2 Hours

  • U

    University of Pennsylvania

    How to Use Data

    Skills you'll gain: Data Storytelling, Data Presentation, Feature Engineering, Data Visualization Software, Unsupervised Learning, SQL, Data Analysis, Model Evaluation, Seaborn, Data Visualization, Tableau Software, Predictive Modeling, Exploratory Data Analysis, Predictive Analytics, Analytics, Presentations, Database Management, Advanced Analytics, Data Science, Machine Learning

    ★ 4.5 (6) · Beginner · Specialization · 1 - 3 Months

  • U

    University of Colorado System

    Agile Leadership Capstone

    Skills you'll gain: Agile Methodology, Change Management, Organizational Change, Business Transformation, Agile Product Development, Agile Project Management, Innovation, Culture Transformation, Leadership, Sprint Planning, Leadership Development, Personal Development, Backlogs, Strategic Planning, Business Planning, Goal Setting

    ★ 4.9 (464) · Beginner · Course · 1 - 4 Weeks

  • A

    Amazon Web Services

    Data Analytics and Databases on AWS

    Skills you'll gain: Extract, Transform, Load, Data-Driven Decision-Making, Amazon Web Services, Business Intelligence, Data Warehousing, Big Data, Databases, NoSQL, Data Analysis, Data Pipelines, Unstructured Data, Data Processing, Cloud API, SQL, Data Storage, Data Architecture, Relational Databases, Data Transformation, Data Management

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

1…756757758…834

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

  • Alteryx Advanced: Packt
  • Verbal Communications and Presentation Skills: Starweaver
  • Web Application Security Testing with OWASP ZAP: Coursera
  • Hydrocarbon Exploration and Production: L&T EduTech
  • 职场修炼:学习、创新、协作与自我实现: University of Science and Technology of China
  • Web Scraping With GPT: Translate Foreign News Headlines: Coursera
  • DaVinci Resolve: Skillshare
  • Rigid Body Dynamics: Korea Advanced Institute of Science and Technology(KAIST)
  • Clean and analyze social media usage data with Python: Coursera
  • How to Use Data: University of Pennsylvania

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