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Math For Machine Learning Courses

Courses in Math for Machine Learning often teach linear algebra, calculus, probability, and statistics, providing a solid foundation for understanding algorithms. You can build skills in optimization techniques, data analysis, and model evaluation, which are crucial for effective machine learning applications. Many courses introduce tools like Python libraries such as NumPy and TensorFlow, which help you implement mathematical concepts in AI projects and enhance your ability to work with data-driven models.


Popular Math For Machine Learning Courses and Certifications


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    Stanford University

    Probabilistic Graphical Models 2: Inference

    Skills you'll gain: Bayesian Network, Machine Learning Methods, Statistical Inference, Markov Model, Graph Theory, Sampling (Statistics), Applied Machine Learning, Statistical Methods, Probability & Statistics, Algorithms, Probability Distribution, Machine Learning Algorithms, Computational Thinking

    4.6
    Rating, 4.6 out of 5 stars
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    488 reviews

    Advanced · Course · 1 - 3 Months

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    University of Illinois Urbana-Champaign

    Introduction to Artificial Intelligence

    Skills you'll gain: Generative AI, Generative Adversarial Networks (GANs), Applied Machine Learning, Deep Learning, Responsible AI, Artificial Intelligence, Data Ethics, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning, Artificial Neural Networks, Convolutional Neural Networks, Regression Analysis, Law, Regulation, and Compliance, Classification Algorithms, Business Ethics, Governance

    Build toward a degree

    4.6
    Rating, 4.6 out of 5 stars
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    56 reviews

    Beginner · Course · 1 - 4 Weeks

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    Berklee

    The Singer Songwriter

    Skills you'll gain: Music Theory, Music, Musical Composition, File Management, Instrumental Music, Music Performance, Performing Arts, Self-Awareness, Media Production, Verbal Communication Skills, Automation, Editing, Technical Support, Creativity

    4.8
    Rating, 4.8 out of 5 stars
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    4.3K reviews

    Beginner · Specialization · 3 - 6 Months

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    Birla Institute of Technology & Science, Pilani

    Graphs and Networks

    Skills you'll gain: Graph Theory, Network Analysis, Social Network Analysis, Combinatorics, Network Model, Mathematical Modeling, Data Structures, Transportation Operations, Image Analysis, Algorithms, Theoretical Computer Science, Artificial Intelligence and Machine Learning (AI/ML), Computational Thinking, Problem Solving

    Intermediate · Course · 1 - 3 Months

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    EDUCBA

    Analyze and Defend Against GenAI Social Engineering Attacks

    Skills you'll gain: Cybersecurity, Threat Modeling, AI Enablement, AI Personalization, Artificial Intelligence, Incident Response, Deep Learning

    Beginner · Course · 1 - 4 Weeks

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    The University of Edinburgh

    Introduction to Philosophy

    Skills you'll gain: Liberal Arts, Political Sciences, Research, Psychology, Social Studies, Scientific Methods, Research Methodologies, Ethical Standards And Conduct

    4.7
    Rating, 4.7 out of 5 stars
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    9.7K reviews

    Mixed · Course · 3 - 6 Months

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    University of Michigan

    Using Databases with Python

    Skills you'll gain: Database Design, Relational Databases, SQL, Databases, Data Visualization Software, Web Scraping, Data Modeling, Object Oriented Programming (OOP), Data Processing, Geographic Information Systems, Python Programming, Application Programming Interface (API)

    4.8
    Rating, 4.8 out of 5 stars
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    22K reviews

    Beginner · Course · 1 - 3 Months

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    Yale University

    Moral Foundations of Politics

    Skills you'll gain: Political Sciences, Policy Analysis, Social Justice, Economics, Policy, and Social Studies, Social Sciences, European History, Law, Regulation, and Compliance, Governance, Ethical Standards And Conduct, Socioeconomics, Economics

    4.9
    Rating, 4.9 out of 5 stars
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    6.1K reviews

    Mixed · Course · 1 - 3 Months

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    Coursera

    AppDynamics Monitoring

    Skills you'll gain: MLOps (Machine Learning Operations), Application Performance Management, System Monitoring, Model Deployment, Model Evaluation, Continuous Monitoring, Performance Tuning, Process Optimization, Anomaly Detection, Artificial Intelligence and Machine Learning (AI/ML), Root Cause Analysis, Performance Metric, Performance Analysis

    Beginner · Course · 1 - 4 Weeks

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    Board Infinity

    Data Interpretation & Insights: Exam & Recruitment Prep

    Skills you'll gain: Data Literacy, Data Analysis, Trend Analysis, Data Presentation, Analytical Skills, Analysis, Data Visualization, Logical Reasoning, Arithmetic, Estimation, Decision Making

    Beginner · Course · 1 - 4 Weeks

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    Stanford University

    Cryptography I

    Skills you'll gain: Cryptography, Data Encryption Standard, Encryption, Key Management, Advanced Encryption Standard (AES), Public Key Cryptography Standards (PKCS), Cybersecurity, Authentications, Data Integrity, Secure Coding, Algorithms, Computational Thinking

    4.8
    Rating, 4.8 out of 5 stars
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    4.5K reviews

    Mixed · Course · 1 - 3 Months

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    University of London

    Understanding Research Methods

    Skills you'll gain: Research Methodologies, Research Design, Research, Surveys, Qualitative Research, Writing, Ethical Standards And Conduct, Data Collection, Timelines, Social Sciences

    4.7
    Rating, 4.7 out of 5 stars
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    8.9K reviews

    Mixed · Course · 1 - 4 Weeks

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

  • Probabilistic Graphical Models 2: Inference: Stanford University
  • Introduction to Artificial Intelligence: University of Illinois Urbana-Champaign
  • The Singer Songwriter: Berklee
  • Graphs and Networks: Birla Institute of Technology & Science, Pilani
  • Analyze and Defend Against GenAI Social Engineering Attacks: EDUCBA
  • Introduction to Philosophy: The University of Edinburgh
  • Using Databases with Python: University of Michigan
  • Moral Foundations of Politics : Yale University
  • AppDynamics Monitoring: Coursera
  • Data Interpretation & Insights: Exam & Recruitment Prep: Board Infinity

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