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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


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    The Hong Kong University of Science and Technology

    Python and Statistics for Financial Analysis

    Skills you'll gain: Statistical Inference, Statistical Methods, Pandas (Python Package), Probability & Statistics, Risk Analysis, Financial Trading, Financial Data, Data Manipulation, Statistical Analysis, Regression Analysis, Financial Analysis, Jupyter, Probability Distribution, Python Programming, Data Visualization

    4.4
    Rating, 4.4 out of 5 stars
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    4.6K reviews

    Intermediate · Course · 1 - 4 Weeks

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    IBM

    Excel Basics for Data Analysis

    Skills you'll gain: Excel Formulas, Microsoft Excel, Data Cleansing, Data Analysis, Data Import/Export, Spreadsheet Software, Data Wrangling, Data Quality, Pivot Tables And Charts, Google Sheets, Data Manipulation, Data Science, Data Integrity, Information Privacy

    4.7
    Rating, 4.7 out of 5 stars
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    10K reviews

    Beginner · Course · 1 - 3 Months

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    University of Colorado Boulder

    Probability Foundations for Data Science and AI

    Skills you'll gain: Probability, Probability & Statistics, Probability Distribution, Bayesian Statistics, Data Analysis, Descriptive Statistics, Statistical Inference, Statistical Analysis, Artificial Intelligence

    Build toward a degree

    4.5
    Rating, 4.5 out of 5 stars
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    266 reviews

    Intermediate · Course · 1 - 3 Months

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    Intel

    Leader of Learning Experiences

    Skills you'll gain: Innovation, Lesson Planning, Education Software and Technology, Learning Management Systems, Instructional Strategies, Teamwork, Collaboration, Classroom Management, Virtual Environment, Curriculum Planning, Creative Problem-Solving, Stress Management, Technology Strategies, Digital Transformation, Emerging Technologies, Instructional Design, Motivational Skills, Organizational Skills, Communication, Artificial Intelligence

    Beginner · Specialization · 1 - 3 Months

  • Status: Free
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    Coursera

    AutoCAD for beginners: Drafting blueprints and schematics

    Skills you'll gain: AutoCAD, Architectural Drawing, Drafting and Engineering Design, Blueprint Reading, Blueprinting, Technical Drawing, Computer-Aided Design

    4.6
    Rating, 4.6 out of 5 stars
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    45 reviews

    Beginner · Guided Project · Less Than 2 Hours

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    Coursera

    Nursing Fundamentals: Skills for Patient Care Excellence

    Skills you'll gain: Patient Communication, Nursing Care, Nursing Basics, Patient Education And Counseling, Nursing Process, Clinical Assessment, Health Assessment, Patient Safety, Care Management, Direct Patient Care, Nursing Practices, Clinical Practices, Patient-centered Care, Communication, Infection Control, Prioritization, Collaboration, Project Documentation

    Beginner · Course · 1 - 4 Weeks

  • Status: Free Trial
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    Stanford University

    Probabilistic Graphical Models 3: Learning

    Skills you'll gain: Bayesian Network, Applied Machine Learning, Machine Learning Algorithms, Markov Model, Machine Learning, Statistical Modeling, Unstructured Data, Statistical Methods, Probability & Statistics, Algorithms, Test Data

    4.6
    Rating, 4.6 out of 5 stars
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    303 reviews

    Advanced · Course · 1 - 3 Months

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    Knowledge Accelerators

    Microsoft Planner - Essential Training for Managing Projects

    Skills you'll gain: Microsoft 365, Project Management, Project Coordination, Project Planning, Leadership and Management, Project Management Software, Calendar Management, Project Implementation, Collaborative Software, Workflow Management, Productivity, Productivity Software, Data Management, Business Software

    3.3
    Rating, 3.3 out of 5 stars
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    6 reviews

    Beginner · Course · 1 - 3 Months

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    Intel

    Introduction to Learning Remotely

    Skills you'll gain: Education Software and Technology, Virtual Environment, Stress Management, Instructional Design, Organizational Skills, Communication, Collaboration, Driving engagement, Relationship Building, Emotional Intelligence

    Beginner · Course · 1 - 4 Weeks

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    Yale University

    Addiction Treatment: Clinical Skills for Healthcare Providers

    Skills you'll gain: Health Disparities, Motivational Interviewing, Substance Abuse, Patient-centered Care, Medication Therapy Management, Mental and Behavioral Health, Social Determinants Of Health, Patient Education And Counseling, Psychiatry, Pharmacotherapy, Psychotherapy, Treatment Planning, Health Policy, Care Coordination, Clinical Assessment

    4.9
    Rating, 4.9 out of 5 stars
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    2K reviews

    Beginner · Course · 1 - 3 Months

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    Whizlabs

    NVIDIA: Fundamentals of Deep Learning

    Skills you'll gain: Deep Learning, Image Analysis, Computer Vision, PyTorch (Machine Learning Library), Artificial Intelligence and Machine Learning (AI/ML), Artificial Neural Networks, Tensorflow, Applied Machine Learning, Machine Learning, Supervised Learning, Machine Learning Algorithms, Data Processing, Linear Algebra, Network Architecture

    4.4
    Rating, 4.4 out of 5 stars
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    8 reviews

    Intermediate · Course · 1 - 4 Weeks

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    Macquarie University

    Artificial Intelligence (AI) Education for Teachers

    Skills you'll gain: Data Ethics, Responsible AI, Computational Thinking, Design Thinking, Ideation, Artificial Intelligence, Education Software and Technology, Creativity, Ethical Standards And Conduct, Artificial Intelligence and Machine Learning (AI/ML), Data Literacy, Data-Driven Decision-Making, Machine Learning, Data Quality, Analysis, Data Processing, Computer Science, Computer Programming, Algorithms

    4.7
    Rating, 4.7 out of 5 stars
    ·
    937 reviews

    Beginner · Course · 1 - 3 Months

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

  • Python and Statistics for Financial Analysis: The Hong Kong University of Science and Technology
  • Excel Basics for Data Analysis: IBM
  • Probability Foundations for Data Science and AI: University of Colorado Boulder
  • Leader of Learning Experiences: Intel
  • AutoCAD for beginners: Drafting blueprints and schematics: Coursera
  • Nursing Fundamentals: Skills for Patient Care Excellence: Coursera
  • Probabilistic Graphical Models 3: Learning: Stanford University
  • Microsoft Planner - Essential Training for Managing Projects: Knowledge Accelerators
  • Introduction to Learning Remotely: Intel
  • Addiction Treatment: Clinical Skills for Healthcare Providers: Yale University

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