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Math For Machine Learning Courses

Courses in Math for Machine Learning can help you learn linear algebra, calculus, probability, and statistics. You can build skills in data analysis, model evaluation, and algorithm optimization. Many courses introduce tools like Python libraries such as NumPy and SciPy, that support implementing mathematical concepts in AI and artificial intelligence projects. You'll also explore techniques like gradient descent and matrix factorization, which are crucial for developing effective machine learning models.

Popular Math For Machine Learning Courses and Certifications


  • Status: Free Trial
    Free Trial
    C

    Coursera

    Deep Learning with PyTorch

    Skills you'll gain: Recurrent Neural Networks (RNNs), Model Optimization, Convolutional Neural Networks, Transfer Learning, Model Training, Model Evaluation

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    S

    Stanford Online

    Probabilistic Graphical Models 3: Learning

    Skills you'll gain: Bayesian Network, Applied Machine Learning, Machine Learning Algorithms, Bayesian Statistics, Machine Learning Methods, Markov Model, Statistical Machine Learning, Machine Learning, Network Model, Unsupervised Learning, Statistical Modeling, Model Training, Probability Distribution, Model Optimization, Statistical Methods, Probability & Statistics, Algorithms

    4.6
    Rating, 4.6 out of 5 stars
    ·
    305 reviews

    Advanced · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    C

    Coursera

    Data Science Beyond the Basics (ML+DS)

    Skills you'll gain: Generative AI, Model Evaluation, Supervised Learning, Generative Model Architectures, AWS SageMaker, Recurrent Neural Networks (RNNs), Unsupervised Learning, Data Preprocessing, Large Language Modeling, Time Series Analysis and Forecasting, LLM Application, Applied Machine Learning, Model Optimization, Deep Learning, A/B Testing, Python Programming, Machine Learning, Data Analysis, AWS CloudFormation, AI Personalization

    3.9
    Rating, 3.9 out of 5 stars
    ·
    41 reviews

    Intermediate · Specialization · 3 - 6 Months

  • Status: New
    New
    Status: Free Trial
    Free Trial
    C

    Coursera

    ML: Build, Train, Justify Models

    Skills you'll gain: Model Training, Predictive Modeling, Applied Machine Learning, Machine Learning Methods, Statistical Machine Learning, Supervised Learning, Scikit Learn (Machine Learning Library), Statistical Modeling, Predictive Analytics, Technical Communication

    Intermediate · Course · 1 - 4 Weeks

  • Status: Free Trial
    Free Trial
    M

    Macquarie University

    Excel Power Tools for Data Analysis

    Skills you'll gain: Power BI, Microsoft Excel, Dashboard Creation, Data Storytelling, Data Wrangling, Business Intelligence Software, Data Sharing, Data Integration

    4.9
    Rating, 4.9 out of 5 stars
    ·
    1.3K reviews

    Intermediate · Course · 1 - 3 Months

  • G

    Google Cloud

    Reinforcement Learning: Qwik Start

    Skills you'll gain: Reinforcement Learning, Google Cloud Platform, GitHub, Tensorflow, Machine Learning, Game Design

    3.7
    Rating, 3.7 out of 5 stars
    ·
    10 reviews

    Beginner · Project · Less Than 2 Hours

  • Status: New
    New
    Status: Free Trial
    Free Trial
    L

    L&T EduTech

    AI, ML and IIoT in Manufacturing

    Skills you'll gain: Wireless Networks, Reinforcement Learning, Communication Systems, Real Time Data, Systems Architecture

    Intermediate · Course · 1 - 4 Weeks

  • Status: Top AI Program
    Top AI Program
    V

    Vanderbilt University

    Agentic AI and AI Agents for Leaders

    Skills you'll gain: Prompt Engineering, Retrieval-Augmented Generation, ChatGPT, Agentic systems, Agentic Workflows, Prompt Patterns, Generative AI Agents, AI Workflows, Generative AI, LLM Application, AI literacy, OpenAI, OpenAI API, Expense Management, Artificial Intelligence, AI Personalization, AI Enablement, Context Engineering, AI powered creativity, Large Language Modeling

    4.8
    Rating, 4.8 out of 5 stars
    ·
    10K reviews

    Beginner · Specialization · 1 - 3 Months

  • Status: Free
    Free
    D

    DeepLearning.AI

    LangChain for LLM Application Development

    Skills you'll gain: LangChain, LLM Application, Large Language Modeling, Retrieval-Augmented Generation, Generative AI Agents, Prompt Engineering, Prompt Patterns, Generative Model Architectures, AI Workflows

    4.7
    Rating, 4.7 out of 5 stars
    ·
    333 reviews

    Beginner · Project · Less Than 2 Hours

  • Status: Free Trial
    Free Trial
    U

    University of Illinois Urbana-Champaign

    Learning Technologies Foundations and Applications

    Skills you'll gain: Education Software and Technology, Learning Theory, Instructional and Curriculum Design, Instructional Design, Digital pedagogy, Technology Solutions, Disabilities, Human Computer Interaction, Technology Strategies, Demography

    4.5
    Rating, 4.5 out of 5 stars
    ·
    197 reviews

    Beginner · Course · 1 - 3 Months

  • Status: Preview
    Preview
    U

    University of Cambridge

    Finance for Non-finance Professionals

    Skills you'll gain: Financial Acumen, Financial Controls, Variance Analysis, Business Mathematics, Financial Forecasting, Cost Benefit Analysis, Capital Budgeting, Financial Management, Financial Analysis, Budget Management, Financial Modeling, Financial Reporting, Financial Statement Analysis, Cost Estimation, Financial Statements, Return On Investment, Accounting, Budgeting, Microsoft Excel

    4.4
    Rating, 4.4 out of 5 stars
    ·
    9 reviews

    Beginner · Course · 1 - 3 Months

  • Status: Free Trial
    Free Trial
    P

    Pragmatic AI Labs

    Production ML with Hugging Face

    Skills you'll gain: Model Deployment, MLOps (Machine Learning Operations), Hugging Face, Model Optimization, Rust (Programming Language), Continuous Deployment, LLM Application, Frontend Performance, AI Security, Model Evaluation, Performance Tuning, Applied Machine Learning, Other Programming Languages, Large Language Modeling, Performance Testing, Cryptographic Protocols

    Intermediate · Course · 1 - 4 Weeks

1…606162…834

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

  • Deep Learning with PyTorch: Coursera
  • Probabilistic Graphical Models 3: Learning: Stanford Online
  • Data Science Beyond the Basics (ML+DS): Coursera
  • ML: Build, Train, Justify Models: Coursera
  • Excel Power Tools for Data Analysis: Macquarie University
  • Reinforcement Learning: Qwik Start: Google Cloud
  • AI, ML and IIoT in Manufacturing: L&T EduTech
  • Agentic AI and AI Agents for Leaders: Vanderbilt University
  • LangChain for LLM Application Development: DeepLearning.AI
  • Learning Technologies Foundations and Applications: University of Illinois Urbana-Champaign

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