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  2. Math For Machine Learning

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


  • E

    EDUCBA

    Apply Machine Learning Foundations with Python

    Skills you'll gain: NumPy, Jupyter, Applied Machine Learning, Tensorflow, Machine Learning Methods, Machine Learning, Machine Learning Software, Development Environment, Package and Software Management, Python Programming, Numerical Analysis, Linux, Environment

    Mixed · Course · 1 - 4 Weeks

    Category: New
    New
  • A

    Amazon Web Services

    Developing Machine Learning Solutions

    Skills you'll gain: Model Evaluation, MLOps (Machine Learning Operations), Amazon Web Services, Model Deployment, Machine Learning

    4.6 stars, 141 reviews, Beginner, Course, 1 - 4 Weeks

    ★ 4.6 (141) · Beginner · Course · 1 - 4 Weeks

    Category: Free
    Free
  • K

    KodeKloud

    Machine Learning Fundamentals: Labs, Models and Modern AI

    Skills you'll gain: Large Language Modeling, Feature Engineering, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning Methods, Supervised Learning, Predictive Modeling, Classification And Regression Tree (CART), Deep Learning, Artificial Neural Networks, Statistical Machine Learning, MLOps (Machine Learning Operations), Data Manipulation, Machine Learning Algorithms, Data Wrangling, Model Optimization, Python Programming, Recurrent Neural Networks (RNNs), Convolutional Neural Networks, Pandas (Python Package)

    Beginner · Course · 1 - 4 Weeks

    Category: New
    New
  • P

    Packt

    Data Science - Supervised Machine Learning in Python

    Skills you'll gain: Supervised Learning, Applied Machine Learning, Scikit Learn (Machine Learning Library), Model Deployment, Machine Learning Methods, Model Evaluation, Machine Learning, Classification Algorithms, Machine Learning Algorithms, Model Training, Model Optimization, Predictive Modeling, Decision Tree Learning, Python Programming, Artificial Neural Networks, Feature Engineering, Data Science, Web Services

    Intermediate · Course · 1 - 3 Months

    Category: New
    New
  • D

    Dartmouth College

    Foundations for Machine Learning

    Skills you'll gain: Probability & Statistics, Statistical Methods

    Intermediate · Course · 1 - 3 Months

    Category: Build toward a degree
    Build toward a degree
  • U

    University of London

    Machine Learning for All

    Skills you'll gain: Model Training, Artificial Intelligence and Machine Learning (AI/ML), Applied Machine Learning, Machine Learning, Artificial Intelligence, Statistical Machine Learning, Model Evaluation, Machine Learning Algorithms, AI literacy, Data Collection

    4.7 stars, 3.5K reviews, Beginner, Course, 1 - 4 Weeks

    ★ 4.7 (3.5K) · Beginner · Course · 1 - 4 Weeks

    Category: Build toward a degree
    Build toward a degree
  • C

    Coursera

    Foundations of Machine Learning

    Skills you'll gain: Model Evaluation, Supervised Learning, Unsupervised Learning, Data Preprocessing, Time Series Analysis and Forecasting, Applied Machine Learning, Model Training, Machine Learning Methods, Machine Learning Algorithms, Feature Engineering, Dimensionality Reduction, Machine Learning, Predictive Modeling, Predictive Analytics, Forecasting, Anomaly Detection

    4.3 stars, 20 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 4.3 (20) · Intermediate · Course · 1 - 4 Weeks

  • A

    Amazon Web Services

    Machine Learning Essentials for Business and Technical Decision Makers

    Skills you'll gain: Machine Learning, Technology Roadmaps, Organizational Strategy

    4.8 stars, 17 reviews, Beginner, Course, 1 - 4 Weeks

    ★ 4.8 (17) · Beginner · Course · 1 - 4 Weeks

    Category: Free
    Free
  • U

    University of Pennsylvania

    Machine Learning Essentials

    Skills you'll gain: Statistical Machine Learning, Model Evaluation, Statistical Methods, Logistic Regression, Statistical Modeling, Python Programming, Machine Learning Methods, Machine Learning, Classification Algorithms, Regression Analysis, Statistical Analysis, Applied Machine Learning, Probability & Statistics, Statistical Hypothesis Testing

    5 stars, 6 reviews, Intermediate, Course, 1 - 4 Weeks

    ★ 5 (6) · Intermediate · Course · 1 - 4 Weeks

  • I

    Imperial College London

    Mathematics for Machine Learning: Multivariate Calculus

    Skills you'll gain: Regression Analysis, Calculus, Model Optimization, Artificial Neural Networks, Derivatives

    4.7 stars, 5.8K reviews, Beginner, Course, 1 - 3 Months

    ★ 4.7 (5.8K) · Beginner · Course · 1 - 3 Months

  • W

    Whizlabs

    NVIDIA: Fundamentals of Machine Learning

    Skills you'll gain: Data Preprocessing, Unsupervised Learning, Model Evaluation, Time Series Analysis and Forecasting, Supervised Learning, Machine Learning, Machine Learning Methods, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning Algorithms, Model Training, Feature Engineering, Artificial Intelligence, Deep Learning, Classification Algorithms, Model Optimization, Regression Analysis

    4.4 stars, 31 reviews, Intermediate, Course, 1 - 4 Weeks

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

  • J

    Johns Hopkins University

    Applied Machine Learning

    Skills you'll gain: Computer Vision, Model Evaluation, PyTorch (Machine Learning Library), Supervised Learning, Unsupervised Learning, Image Analysis, Applied Machine Learning, Data Preprocessing, Dimensionality Reduction, Machine Learning Methods, Reinforcement Learning, Feature Engineering, Machine Learning Algorithms, Convolutional Neural Networks, Regression Analysis, Data Processing, Model Training, Machine Learning, Deep Learning, Model Optimization

    3.6 stars, 18 reviews, Intermediate, Specialization, 3 - 6 Months

    ★ 3.6 (18) · Intermediate · Specialization · 3 - 6 Months

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