• 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


  • Status: Free Trial
    Free Trial
    P

    Packt

    Deep Learning with Real-World Projects

    Skills you'll gain: Artificial Neural Networks, Deep Learning, Matplotlib, Linear Algebra, Image Analysis, NumPy, Scientific Visualization, Machine Learning Algorithms, Keras (Neural Network Library), Pandas (Python Package), Seaborn, Artificial Intelligence and Machine Learning (AI/ML), Data Science, Applied Machine Learning, Tensorflow, Data Analysis, Supervised Learning, Python Programming, Artificial Intelligence, Machine Learning

    4.3
    Rating, 4.3 out of 5 stars
    ·
    7 reviews

    Beginner · Specialization · 3 - 6 Months

  • C

    Coursera

    Support Interactive Learning with Genially

    Skills you'll gain: Interactive Learning, Education Software and Technology, End User Training and Support, Virtual Environment

    4.9
    Rating, 4.9 out of 5 stars
    ·
    19 reviews

    Beginner · Guided Project · Less Than 2 Hours

  • Status: Free
    Free
    U

    University of Pittsburgh

    Clinical Terminology for International and U.S. Students

    Skills you'll gain: Laboratory Testing, Diagnostic Tests, Medical Terminology, Vital Signs, Clinical Practices, Clinical Experience, Patient Communication, Hospital Medicine, Patient Safety, Medication Administration, Intravenous Therapy, Anatomy, English Language

    4.8
    Rating, 4.8 out of 5 stars
    ·
    3.2K reviews

    Beginner · Course · 1 - 3 Months

  • Status: Preview
    Preview
    Y

    Yale University

    The Science of Well-Being for Parents

    Skills you'll gain: Stress Management, Mindfulness, Parent Communication, Time Management, Emotional Intelligence, Productivity, Personal Development, Self-Awareness, Child Development, Growth Mindedness, Positive Behavior Support, Family Support

    5
    Rating, 5 out of 5 stars
    ·
    94 reviews

    Beginner · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    I

    Imperial College London

    Probabilistic Deep Learning with TensorFlow 2

    Skills you'll gain: Tensorflow, Generative Model Architectures, Deep Learning, Image Analysis, Bayesian Statistics, Artificial Neural Networks, Machine Learning, Unsupervised Learning, Probability & Statistics, Dimensionality Reduction

    4.7
    Rating, 4.7 out of 5 stars
    ·
    109 reviews

    Advanced · Course · 1 - 3 Months

  • Status: New
    New
    Status: Free Trial
    Free Trial
    P

    Politecnico di Milano

    Smart Teaching and Learning with AI

    Skills you'll gain: Blended Learning, Pedagogy, Course Development, Large Language Modeling, LLM Application, Instructional Design, Instructional and Curriculum Design, Student Engagement, Learning Strategies, Interactive Learning, Education Software and Technology, Educational Materials, AI Personalization, Student-Centred Learning, Curriculum Planning, Differentiated Instruction, Lifelong Learning, Innovation, Open Source Technology, Artificial Intelligence

    4.9
    Rating, 4.9 out of 5 stars
    ·
    866 reviews

    Beginner · Specialization · 3 - 6 Months

  • C

    Coursera

    ChatGPT for Beginners: Save time with Microsoft Excel

    Skills you'll gain: ChatGPT, Microsoft Excel, Excel Formulas, Data Cleansing, Text Mining, Data Manipulation, Data Analysis Software, Unstructured Data, Generative AI, Prompt Engineering, Business Analytics, Data Management

    4.7
    Rating, 4.7 out of 5 stars
    ·
    346 reviews

    Intermediate · Guided Project · Less Than 2 Hours

  • P

    Packt

    Figma for UI/UX: Master Web Design in Figma

    Skills you'll gain: Figma (Design Software), Responsive Web Design, User Interface and User Experience (UI/UX) Design, Usability, Web Design, User Experience, User Interface (UI), Typography, Design Elements And Principles, Color Theory, UI Components, Web Design and Development, Wireframing, Mockups

    4.3
    Rating, 4.3 out of 5 stars
    ·
    27 reviews

    Intermediate · Course · 1 - 3 Months

  • Status: Preview
    Preview
    U

    University of Illinois Urbana-Champaign

    Ubiquitous Learning and Instructional Technologies

    Skills you'll gain: Learning Management Systems, Education Software and Technology, Instructional Strategies, Pedagogy, Computer Science, Interactive Design, Emerging Technologies, Diversity Awareness, Artificial Intelligence, Cultural Diversity, Innovation

    4.6
    Rating, 4.6 out of 5 stars
    ·
    72 reviews

    Mixed · Course · 1 - 4 Weeks

  • C

    Coursera

    Use Canva to Create Social Media Visuals for Business

    Skills you'll gain: Social Media Content, Social Media, Facebook, Content Creation, Marketing Materials, Social Media Marketing, Instagram, Data Visualization, Graphic Design, Digital Publishing, Brand Management, Digital Marketing

    4.4
    Rating, 4.4 out of 5 stars
    ·
    1.4K reviews

    Beginner · Guided Project · Less Than 2 Hours

  • Status: Free Trial
    Free Trial
    S

    Simplilearn

    AI & Deep Learning Concepts and Applications

    Skills you'll gain: Reinforcement Learning, Artificial Intelligence, Tensorflow, Artificial Neural Networks, Deep Learning, Machine Learning, Applied Machine Learning, Data Ethics, Supervised Learning, Responsible AI, Unsupervised Learning, Natural Language Processing, Computer Programming

    4.2
    Rating, 4.2 out of 5 stars
    ·
    9 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: Preview
    Preview
    T

    The University of Tokyo

    Let’s Read! Learning Japanese through Science & Technology-2

    Skills you'll gain: Language Competency, Vocabulary, Oral Comprehension, Grammar, Language Learning, Literacy, Engineering Documentation, Science and Research, Materials science

    4.9
    Rating, 4.9 out of 5 stars
    ·
    25 reviews

    Intermediate · Course · 1 - 3 Months

Searches related to mathematics for machine learning

mathematics for machine learning: pca
mathematics for machine learning: linear algebra
mathematics for machine learning: multivariate calculus
mathematics for machine learning and data science
mathematics for machine learning and data science specialization
1…606162…834

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

  • Deep Learning with Real-World Projects: Packt
  • Support Interactive Learning with Genially: Coursera
  • Clinical Terminology for International and U.S. Students: University of Pittsburgh
  • The Science of Well-Being for Parents: Yale University
  • Probabilistic Deep Learning with TensorFlow 2: Imperial College London
  • Smart Teaching and Learning with AI: Politecnico di Milano
  • ChatGPT for Beginners: Save time with Microsoft Excel: Coursera
  • Figma for UI/UX: Master Web Design in Figma: Packt
  • Ubiquitous Learning and Instructional Technologies: University of Illinois Urbana-Champaign
  • Use Canva to Create Social Media Visuals for Business: 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

  • Artificial Intelligence (AI)
  • Cybersecurity
  • Data Analytics
  • Digital Marketing
  • English Speaking
  • Generative AI (GenAI)
  • Microsoft Excel
  • Microsoft Power BI
  • Project Management
  • Python

Certificates & Programs

  • Google Cybersecurity Certificate
  • Google Data Analytics Certificate
  • Google IT Support Certificate
  • Google Project Management Certificate
  • Google UX Design Certificate
  • IBM Data Analyst Certificate
  • IBM Data Science Certificate
  • Machine Learning Certificate
  • Microsoft Power BI Data Analyst Certificate
  • UI / UX Design Certificate

Industries & Careers

  • Business
  • Computer Science
  • Data Science
  • Education & Teaching
  • Engineering
  • Finance
  • Healthcare
  • Human Resources (HR)
  • Information Technology (IT)
  • Marketing

Career Resources

  • Career Aptitude Test
  • Examples of Strengths and Weaknesses for Job Interviews
  • High-Income Skills to Learn
  • How Does Cryptocurrency Work?
  • How to Highlight Duplicates in Google Sheets
  • How to Learn Artificial Intelligence
  • Popular Cybersecurity Certifications
  • Preparing for the PMP Certification
  • Signs You Will Get the Job After an Interview
  • What Is Artificial Intelligence?

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
  • Share your Coursera learning story

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
© 2025 Coursera Inc. All rights reserved.
  • Coursera Facebook
  • Coursera Linkedin
  • Coursera Twitter
  • Coursera YouTube
  • Coursera Instagram
  • Coursera TikTok