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  • 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
    I

    IBM

    Generative AI for Product Managers

    Skills you'll gain: Prompt Engineering, AI Product Strategy, Prompt Patterns, Generative AI, Commercialization, Product Management, ChatGPT, Google Gemini, Product Lifecycle Management, Stakeholder Communications, Technical Product Management, Customer experience improvement, Team Building, Responsible AI, Artificial Intelligence, Return On Investment, Product Development, New Product Development, Artificial Intelligence and Machine Learning (AI/ML), Creativity

    4.7
    Rating, 4.7 out of 5 stars
    ·
    11K reviews

    Intermediate · Specialization · 1 - 3 Months

  • Status: New
    New
    Status: Free Trial
    Free Trial
    U

    University of Michigan

    Applied Unsupervised Learning in Python

    Skills you'll gain: Unsupervised Learning, Anomaly Detection, Supervised Learning, Python Programming, Exploratory Data Analysis

    Advanced · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    U

    University of Colorado Boulder

    Trees, SVM and Unsupervised Learning

    Skills you'll gain: Applied Machine Learning, Unsupervised Learning, Classification And Regression Tree (CART), Decision Tree Learning, Artificial Neural Networks, Supervised Learning, Statistical Machine Learning, Random Forest Algorithm, Machine Learning, Predictive Modeling, Artificial Intelligence and Machine Learning (AI/ML), Deep Learning, Dimensionality Reduction, Feature Engineering, Statistics

    Build toward a degree

    4.4
    Rating, 4.4 out of 5 stars
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    8 reviews

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free
    Free
    U

    University of Pennsylvania

    Calculus: Single Variable Part 1 - Functions

    Skills you'll gain: Calculus, Engineering Calculations, Mathematical Theory & Analysis, Algebra, Advanced Mathematics, Applied Mathematics, Derivatives

    4.7
    Rating, 4.7 out of 5 stars
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    2.3K reviews

    Mixed · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    U

    University of Michigan

    NumPy and Pandas Basics for Future Data Scientists

    Skills you'll gain: Debugging, Data Analysis, Data Processing, Numerical Analysis, Critical Thinking

    4
    Rating, 4 out of 5 stars
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    11 reviews

    Intermediate · Course · 1 - 4 Weeks

  • C

    Coursera

    Curso Completo de Deep Learning

    Skills you'll gain: Keras (Neural Network Library), Deep Learning, Applied Machine Learning, Artificial Neural Networks, Artificial Intelligence and Machine Learning (AI/ML), Feature Engineering, Machine Learning, Machine Learning Algorithms, Data Processing

    Intermediate · Guided Project · Less Than 2 Hours

  • C

    Coursera

    Deep Learning with PyTorch : GradCAM

    Skills you'll gain: PyTorch (Machine Learning Library), Heat Maps, Image Analysis, Deep Learning, Artificial Neural Networks, Computer Vision

    4.6
    Rating, 4.6 out of 5 stars
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    21 reviews

    Intermediate · Guided Project · Less Than 2 Hours

  • Status: New
    New
    Status: Free Trial
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    V

    Vanderbilt University

    Generative AI Deep Research: Strategic AI Edge for Leaders

    Skills you'll gain: Strategic Decision-Making, Strategic Thinking, Generative AI Agents, Procurement, Generative AI, Competitive Intelligence, Due Diligence, Business Research, Data-Driven Decision-Making, Leadership, Market Intelligence, Cross-Functional Collaboration, Technical Consulting, Talent Acquisition, Technology Strategies, Agentic systems, Business Ethics

    4.7
    Rating, 4.7 out of 5 stars
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    94 reviews

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial
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    P

    Packt

    Advanced ML Algorithms & Unsupervised Learning

    Skills you'll gain: Dimensionality Reduction, Unsupervised Learning, Deep Learning, Machine Learning Algorithms, Random Forest Algorithm, Feature Engineering, Artificial Neural Networks, Supervised Learning, Statistical Machine Learning, Anomaly Detection, Machine Learning, Classification And Regression Tree (CART)

    Intermediate · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    E

    Edureka

    Practical Deep Learning with Python

    Skills you'll gain: Artificial Intelligence, Python Programming, Machine Learning Methods

    Intermediate · Course · 1 - 4 Weeks

  • Status: Preview
    Preview
    R

    Rice University

    Spanish for Successful Communication in Healthcare Settings

    Skills you'll gain: Patient Communication, Spanish Language, Patient Education And Counseling, Medical Terminology, Vocabulary, Diagnostic Tests, Language Learning, Grammar, Cultural Diversity

    4.7
    Rating, 4.7 out of 5 stars
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    335 reviews

    Intermediate · Course · 1 - 3 Months

  • Status: Preview
    Preview
    U

    University of Illinois Urbana-Champaign

    Learning Technologies Foundations and Applications

    Skills you'll gain: Education Software and Technology, Learning Theory, Instructional Design, Learning Management Systems, Technology Solutions, Disabilities, Human Computer Interaction, Technology Strategies, Emerging Technologies, Innovation, Gerontology

    4.5
    Rating, 4.5 out of 5 stars
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    190 reviews

    Mixed · Course · 1 - 3 Months

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

  • Generative AI for Product Managers: IBM
  • Applied Unsupervised Learning in Python: University of Michigan
  • Trees, SVM and Unsupervised Learning: University of Colorado Boulder
  • Calculus: Single Variable Part 1 - Functions: University of Pennsylvania
  • NumPy and Pandas Basics for Future Data Scientists: University of Michigan
  • Curso Completo de Deep Learning: Coursera
  • Deep Learning with PyTorch : GradCAM: Coursera
  • Generative AI Deep Research: Strategic AI Edge for Leaders: Vanderbilt University
  • Advanced ML Algorithms & Unsupervised Learning: Packt
  • Practical Deep Learning with Python: Edureka

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