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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


  • A

    Alberta Machine Intelligence Institute

    Data for Machine Learning

    Skills you'll gain: Feature Engineering, Data Preprocessing, Model Evaluation, Data Quality, Model Training, Data Cleansing, Data Transformation, Model Optimization, Applied Machine Learning, Machine Learning, Python Programming, Computer Programming, Linear Algebra, Statistical Analysis

    4.4 stars, 98 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.4 (98) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • I

    Imperial College London

    Mathematics for Machine Learning

    Skills you'll gain: Dimensionality Reduction, Linear Algebra, Regression Analysis, NumPy, Calculus, Unsupervised Learning, Applied Mathematics, Statistical Methods, Descriptive Statistics, Model Optimization, Jupyter, Statistics, Geometry, Artificial Neural Networks, Data Science, Data Manipulation, Python Programming, Data Transformation, Machine Learning, Derivatives

    4.6 stars, 15K reviews, Beginner, Specialization, 3 - 6 Months

    ★ 4.6 (15K) · Beginner · Specialization · 3 - 6 Months

    Status: Free trial
    Free trial
  • D

    DeepLearning.AI

    Mathematics for Machine Learning and Data Science

    Skills you'll gain: Descriptive Statistics, Bayesian Statistics, Statistical Hypothesis Testing, Probability & Statistics, Sampling (Statistics), Statistical Methods, Probability Distribution, Linear Algebra, Statistical Inference, Statistics, A/B Testing, Statistical Analysis, Statistical Machine Learning, Applied Mathematics, Probability, Calculus, Dimensionality Reduction, Machine Learning, Python Programming, Artificial Neural Networks

    4.6 stars, 3.3K reviews, Intermediate, Specialization, 1 - 3 Months

    ★ 4.6 (3.3K) · Intermediate · Specialization · 1 - 3 Months

    Status: Free trial
    Free trial
  • E

    EDUCBA

    Machine Learning with Python and TensorFlow

    Skills you'll gain: Matplotlib, Feature Engineering, Data Preprocessing, NumPy, Plot (Graphics), Tensorflow, Pandas (Python Package), Data Visualization, Model Training, Statistical Visualization, Data Wrangling, Jupyter, Applied Machine Learning, Seaborn, Statistical Machine Learning, Data Engineering, Machine Learning, Development Environment, Network Model, Network Engineering

    Beginner · Specialization · 1 - 3 Months

    Category: New
    New
    Status: Free trial
    Free trial
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  • U

    University of Pennsylvania

    AI and Machine Learning Essentials with Python

    Skills you'll gain: Statistical Machine Learning, Data Preprocessing, Model Evaluation, PyTorch (Machine Learning Library), Statistical Methods, Probability, Probability & Statistics, Sampling (Statistics), Logistic Regression, Deep Learning, Probability Distribution, Statistical Modeling, Statistics, Machine Learning Methods, Machine Learning, Classification Algorithms, Artificial Intelligence, Model Optimization, Algorithms, Python Programming

    4.5 stars, 60 reviews, Intermediate, Specialization, 3 - 6 Months

    ★ 4.5 (60) · Intermediate · Specialization · 3 - 6 Months

    Category: Job skills
    Job skills
    Status: Free trial
    Free trial
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  • I

    Imperial College London

    Mathematics for Machine Learning: Linear Algebra

    Skills you'll gain: Linear Algebra, Applied Mathematics, Data Science, Data Manipulation, Data Transformation, Machine Learning

    4.6 stars, 13K reviews, Beginner, Course, 1 - 3 Months

    ★ 4.6 (13K) · Beginner · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • D

    DeepLearning.AI

    Linear Algebra for Machine Learning and Data Science

    Skills you'll gain: Linear Algebra, Dimensionality Reduction, Applied Mathematics, Machine Learning, Python Programming, Algebra

    4.6 stars, 2.4K reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.6 (2.4K) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • J

    Johns Hopkins University

    Foundational Mathematics for AI

    Skills you'll gain: Descriptive Statistics, Linear Algebra, Data-Driven Decision-Making, Data Analysis, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Probability, Regression Analysis, Calculus, Applied Mathematics, Mathematical Modeling, Model Optimization, Integral Calculus, Machine Learning Algorithms, Dimensionality Reduction, Derivatives

    4.9 stars, 11 reviews, Beginner, Course, 1 - 3 Months

    ★ 4.9 (11) · Beginner · Course · 1 - 3 Months

    Category: Preview
    Preview
  • G

    Google

    The Nuts and Bolts of Machine Learning

    Skills you'll gain: Feature Engineering, Decision Tree Learning, Applied Machine Learning, Supervised Learning, Advanced Analytics, Machine Learning, Machine Learning Algorithms, Unsupervised Learning, Analytics, Machine Learning Methods, Random Forest Algorithm, Model Optimization, Model Evaluation, Python Programming, Performance Tuning

    4.8 stars, 648 reviews, Advanced, Course, 1 - 3 Months

    ★ 4.8 (648) · Advanced · Course · 1 - 3 Months

    Status: Free trial
    Free trial
  • U

    University of Pittsburgh

    Mathematical Foundations for Data Science and Analytics

    Skills you'll gain: Statistical Analysis, NumPy, Probability Distribution, Matplotlib, Plot (Graphics), Statistics, Data Science, Probability & Statistics, Probability, Statistical Modeling, Predictive Modeling, Data Analysis, Linear Algebra, Predictive Analytics, Statistical Methods, Mathematics and Mathematical Modeling, Applied Mathematics, Python Programming, Machine Learning, Logical Reasoning

    3.6 stars, 16 reviews, Beginner, Specialization, 1 - 3 Months

    ★ 3.6 (16) · Beginner · Specialization · 1 - 3 Months

    Status: Free trial
    Free trial
  • D

    DeepLearning.AI

    Probability & Statistics for Machine Learning & Data Science

    Skills you'll gain: Descriptive Statistics, Bayesian Statistics, Statistical Hypothesis Testing, Probability & Statistics, Sampling (Statistics), Statistical Methods, Probability Distribution, Probability, Statistical Inference, Statistics, A/B Testing, Statistical Analysis, Exploratory Data Analysis, Statistical Visualization

    4.6 stars, 701 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.6 (701) · Intermediate · Course · 1 - 4 Weeks

    Status: Free trial
    Free trial
  • B

    Birla Institute of Technology & Science, Pilani

    Linear Algebra for Machine Learning & AI

    Skills you'll gain: Linear Algebra, Numerical Analysis, Artificial Intelligence and Machine Learning (AI/ML), Applied Mathematics, Data Analysis, Machine Learning, Dimensionality Reduction, Model Optimization, Artificial Neural Networks

    Beginner · Course · 1 - 3 Months

    Status: Free trial
    Free trial
    Category: Build toward a degree
    Build toward a degree
1234…834

Best Math For Machine Learning courses from DeepLearning.AI

Top-rated Math For Machine Learning courses offered by DeepLearning.AI on Coursera.

  1. 1
    Mathematics for Machine Learning and Data Science
    DeepLearning.AIIntermediate1 - 3 Months4.6(3,257)DeepLearning.AI
  2. 2
    Linear Algebra for Machine Learning and Data Science
    DeepLearning.AIIntermediate1 - 4 Weeks4.6(2,381)DeepLearning.AI
  3. 3
    Probability & Statistics for Machine Learning & Data Science
    DeepLearning.AIIntermediate1 - 4 Weeks4.6(701)DeepLearning.AI

Best Math For Machine Learning certificate programs

Earn a certificate in Math For Machine Learning from top universities and companies.

  1. 1
    Mathematics for Machine Learning
    Imperial College LondonBeginner3 - 6 Months4.6(15,100)Specialization
  2. 2
    Machine Learning with Python and TensorFlow
    EDUCBABeginner1 - 3 MonthsSpecialization
  3. 3
    AI and Machine Learning Essentials with Python
    University of PennsylvaniaIntermediate3 - 6 Months4.5(60)Specialization

Best Math For Machine Learning courses for beginners

Top-rated beginner-friendly Math For Machine Learning courses with no prerequisites.

  1. 1
    Mathematics for Machine Learning: Linear Algebra
    Imperial College LondonBeginner1 - 3 Months4.6(12,615)No prerequisites
  2. 2
    Foundational Mathematics for AI
    Johns Hopkins UniversityBeginner1 - 3 Months4.9(11)No prerequisites
  3. 3
    Mathematical Foundations for Data Science and Analytics
    University of PittsburghBeginner1 - 3 Months3.6(16)No prerequisites

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