• 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

    Coursera

    Mastering Data Analysis with Pandas: Learning Path Part 3

    Skills you'll gain: Pandas (Python Package), Data Analysis, Data Manipulation, Data Integration, Python Programming, Data Transformation

    4.8
    Rating, 4.8 out of 5 stars
    ·
    20 reviews

    Beginner · Guided Project · Less Than 2 Hours

  • C

    Coursera

    Master Data Analysis with Pandas: Learning Path 1 (Enhanced)

    Skills you'll gain: Pandas (Python Package), Data Manipulation, Data Analysis, NumPy, Python Programming

    4.6
    Rating, 4.6 out of 5 stars
    ·
    28 reviews

    Beginner · Guided Project · Less Than 2 Hours

  • Status: Free Trial
    Free Trial
    R

    Rice University

    Academic Success for English Learners

    Skills you'll gain: Differentiated Instruction, Instructional Strategies, Learning Strategies, Special Education, Teaching, Individualized Education Programs (IEP), Student Engagement, Lesson Planning, Developmental Disabilities, Language Learning, Cultural Responsiveness

    4.6
    Rating, 4.6 out of 5 stars
    ·
    11 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: Preview
    Preview
    U

    Universitat Autònoma de Barcelona

    Co-creation and challenge-based learning in Higher Education

    Skills you'll gain: Student-Centred Learning, Entrepreneurship, Train The Trainer, Design Thinking, Problem Solving, Innovation, Creative Thinking, Higher Education, Ideation, Collaboration, Analysis

    4.8
    Rating, 4.8 out of 5 stars
    ·
    13 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: Preview
    Preview
    U

    University of Michigan

    Preparing for Graduate Study in the U.S.: A course for international students

    Skills you'll gain: Diversity Awareness, Intercultural Competence, Teamwork, Cultural Diversity, Collaboration, Verbal Communication Skills, Student Support and Services, Professional Development, English Language, Research, Professionalism, Higher Education, Communication, Adaptability, Communication Strategies, Public Speaking, Community Development, Relationship Building, Vocabulary, Writing

    4.3
    Rating, 4.3 out of 5 stars
    ·
    59 reviews

    Beginner · Course · 1 - 3 Months

  • Status: New
    New
    Status: Free Trial
    Free Trial
    K

    Khalifa University

    AI for Executives: AI for Business Decision Making

    Skills you'll gain: Feature Engineering, Responsible AI, Strategic Decision-Making, Data-Driven Decision-Making, Data Ethics, Business Intelligence, Business Analytics, Natural Language Processing, LLM Application, Large Language Modeling, Artificial Intelligence, Predictive Analytics, Advanced Analytics, Data Governance, Predictive Modeling, Systems Integration, Business Strategy, Business Ethics, Workflow Management, Applied Machine Learning

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    U

    University of California, Irvine

    English for Developing a Business

    Skills you'll gain: Presentations, Verbal Communication Skills, Communication, Non-Verbal Communication, Microsoft PowerPoint, Business Communication, English Language, Interpersonal Communications, Business Leadership, Crisis Management, Organizational Structure, Leadership and Management, Business, Business Management, Global Marketing, Rapport Building, Leadership, Corporate Communications, Grammar, Vocabulary

    4.7
    Rating, 4.7 out of 5 stars
    ·
    69 reviews

    Mixed · Course · 1 - 4 Weeks

  • Status: New
    New
    Status: Free Trial
    Free Trial
    M

    Microsoft

    SQL Foundations

    Skills you'll gain: Microsoft SQL Servers, SQL, Transact-SQL, Databases, Database Management Systems, Database Management, Relational Databases, Data Transformation, Data Manipulation, Data Access, Query Languages, Generative AI

    4.5
    Rating, 4.5 out of 5 stars
    ·
    117 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: New
    New
    Status: Free Trial
    Free Trial
    S

    SkillUp

    Artificial Intelligence for Healthcare

    Skills you'll gain: Artificial Intelligence, Jupyter, Healthcare Industry Knowledge, Healthcare Ethics, Health Informatics, Machine Learning, Deep Learning, Statistical Machine Learning, Predictive Modeling, Health Information Management, Data-Driven Decision-Making, Decision Support Systems, Data Processing, Data Analysis

    Intermediate · Specialization · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    U

    University of California, Irvine

    Teaching Tips for Tricky English Grammar

    Skills you'll gain: Grammar, English Language, Vocabulary, Language Learning

    4.4
    Rating, 4.4 out of 5 stars
    ·
    56 reviews

    Intermediate · Course · 1 - 3 Months

  • Status: New
    New
    Status: Preview
    Preview
    C

    Coursera

    Zero-Shot & Few-Shot Learning: Master AI with Minimal Data

    Skills you'll gain: Prompt Engineering, Unsupervised Learning, Artificial Intelligence and Machine Learning (AI/ML), Fraud detection, Supervised Learning, Semantic Web, Deep Learning, Small Data, Machine Learning, Natural Language Processing

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    M

    Meta

    Data Analysis with Spreadsheets and SQL

    Skills you'll gain: Data Visualization, Data Visualization Software, Spreadsheet Software, Correlation Analysis, Google Sheets, Pivot Tables And Charts, Dashboard, Data Analysis, Data Storytelling, Tableau Software, Descriptive Statistics, Data Cleansing, Exploratory Data Analysis, Data Manipulation, Statistical Analysis, SQL, Data Import/Export

    4.6
    Rating, 4.6 out of 5 stars
    ·
    278 reviews

    Beginner · 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…717273…834

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

  • Mastering Data Analysis with Pandas: Learning Path Part 3: Coursera
  • Master Data Analysis with Pandas: Learning Path 1 (Enhanced): Coursera
  • Academic Success for English Learners: Rice University
  • Co-creation and challenge-based learning in Higher Education: Universitat Autònoma de Barcelona
  • Preparing for Graduate Study in the U.S.: A course for international students: University of Michigan
  • AI for Executives: AI for Business Decision Making: Khalifa University
  • English for Developing a Business: University of California, Irvine
  • SQL Foundations: Microsoft
  • Artificial Intelligence for Healthcare: SkillUp
  • Teaching Tips for Tricky English Grammar: University of California, Irvine

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