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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


  • G

    Google Cloud

    Introduction to AI and Machine Learning on GC - Italiano

    Skills you'll gain: Generative AI, Gemini, Google Gemini, MLOps (Machine Learning Operations), Google Cloud Platform, Artificial Intelligence and Machine Learning (AI/ML), Model Deployment, AI Workflows, Artificial Intelligence, Model Training, Applied Machine Learning, Cloud Infrastructure, Machine Learning, Data Preprocessing

    Beginner · Course · 1 - 3 Months

  • J

    Johns Hopkins University

    Linear Algebra from Elementary to Advanced

    Skills you'll gain: Linear Algebra, Algebra, Applied Mathematics, Advanced Mathematics, Artificial Intelligence and Machine Learning (AI/ML), Engineering Analysis, Mathematical Theory & Analysis, Geometry, Applied Machine Learning, Markov Model

    ★ 4.7 (231) · Beginner · Specialization · 3 - 6 Months

  • U

    Universitat Politècnica de València

    Basic Math: Algebra

    Skills you'll gain: Linear Algebra, Algebra, Geometry, General Mathematics, Applied Mathematics

    Beginner · Course · 1 - 4 Weeks

  • G

    Google Cloud

    Machine Learning with TensorFlow on Google Cloud em Português Brasileiro

    Skills you'll gain: Model Optimization, Feature Engineering, Tensorflow, Model Deployment, Model Training, Google Cloud Platform, Data Quality, Model Evaluation, Exploratory Data Analysis, Keras (Neural Network Library), Data Strategy, Machine Learning, Embeddings, Machine Learning Methods, Cloud Deployment, Data Preprocessing, Statistical Machine Learning, Data Analysis, Applied Machine Learning, Dataflow

    ★ 4.7 (92) · Intermediate · Specialization · 3 - 6 Months

  • G

    Google Cloud

    Introduction to AI and Machine Learning on GC - Deutsch

    Skills you'll gain: Google Cloud Platform, Google Gemini, MLOps (Machine Learning Operations), Generative AI, Generative AI Agents, Generative Model Architectures, Artificial Intelligence and Machine Learning (AI/ML), AI Workflows, Cloud Infrastructure, Agentic Workflows, Big Data, Model Deployment, Natural Language Processing, Prompt Engineering, Model Training, Applied Machine Learning, Large Language Modeling, Machine Learning, Feature Engineering, Model Evaluation

    Beginner · Course · 1 - 3 Months

  • S

    Special Competitive Studies Project

    Human-Machine Teaming for Government

    Skills you'll gain: Large Language Modeling, Responsible AI, LLM Application, AI Integrations, Google Gemini, Data Ethics, Artificial Intelligence, AI Workflows, Gemini, AI literacy, Governance, ChatGPT, Public Administration, Generative AI, Decision Intelligence, Human Machine Interfaces, Ethical Standards And Conduct

    Beginner · Course · 1 - 4 Weeks

  • N

    Northeastern University

    Business Application of Machine Learning and Artificial Intelligence in Healthcare

    Skills you'll gain: Journey Mapping, Decision Support Systems, Business Solutions, AI Product Strategy, Predictive Analytics, Data-Driven Decision-Making, Artificial Intelligence and Machine Learning (AI/ML), Analytics, Predictive Modeling, Customer Analysis, AI Integrations, Applied Machine Learning, Healthcare Industry Knowledge, Artificial Intelligence, Machine Learning, Machine Learning Algorithms, Model Evaluation

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

  • L

    LearnQuest

    Learning Linux for LFCA Certification

    Skills you'll gain: Package and Software Management, Linux Administration, Linux, Linux Commands, Virtual Private Networks (VPN), Linux Servers, System Monitoring, Operating System Administration, Public Key Infrastructure, Ubuntu, Version Control, File Management, Command-Line Interface, Intrusion Detection and Prevention, Git (Version Control System), File Systems, User Accounts, Firewall, Cloud Computing Architecture, DevOps

    ★ 4.5 (1.2K) · Beginner · Specialization · 3 - 6 Months

  • U

    University of Michigan

    Python for Everybody

    Skills you'll gain: Database Design, Data Processing, Debugging, Web Scraping, File I/O, Data Store, Data Visualization, Database Software, Relational Databases, Restful API, Web Services, SQL, Databases, Data Visualization Software, JSON, Data Presentation, Data Structures, Programming Principles, Python Programming, Program Development

    ★ 4.8 (280K) · Beginner · Specialization · 3 - 6 Months

  • G

    Google Cloud

    Smart Analytics, Machine Learning, and AI on GCP - Italiano

    Skills you'll gain: Google Cloud Platform, Model Deployment, Unstructured Data, Big Data, Data Pipelines, Model Training, Applied Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Cloud Deployment, Jupyter, Machine Learning, Artificial Intelligence, Natural Language Processing

    Intermediate · Course · 1 - 3 Months

  • G

    Google Cloud

    Machine Learning with TensorFlow Google Cloud 日本語版

    Skills you'll gain: Feature Engineering, Model Optimization, Tensorflow, Machine Learning, Machine Learning Methods, Google Cloud Platform, Machine Learning Software, Model Deployment, Applied Machine Learning, Data Preprocessing, Cloud Storage, Data Quality, Cloud Computing, Model Training, Keras (Neural Network Library), Machine Learning Algorithms, Statistical Machine Learning, Embeddings, Fine-tuning, Dataflow

    ★ 4.4 (152) · Intermediate · Specialization · 3 - 6 Months

  • M

    Macquarie University

    Online Learning Design for Educators

    Skills you'll gain: Instructional Design, Multimedia, Pedagogy, Discussion Facilitation, Presentations, Student Engagement, Design Reviews, Teaching, Peer Review, Visual Design, Graphic Design, Classroom Management, Media Production, Creative Design, Collaborative Software, Photo/Video Production and Technology, Learning Strategies, Security Controls, Augmented Reality, Information Privacy

    ★ 4.7 (429) · Beginner · Specialization · 3 - 6 Months

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

  • Introduction to AI and Machine Learning on GC - Italiano: Google Cloud
  • Linear Algebra from Elementary to Advanced: Johns Hopkins University
  • Basic Math: Algebra: Universitat Politècnica de València
  • Machine Learning with TensorFlow on Google Cloud em Português Brasileiro: Google Cloud
  • Introduction to AI and Machine Learning on GC - Deutsch: Google Cloud
  • Human-Machine Teaming for Government: Special Competitive Studies Project
  • Business Application of Machine Learning and Artificial Intelligence in Healthcare: Northeastern University
  • Learning Linux for LFCA Certification: LearnQuest
  • Python for Everybody: University of Michigan
  • Smart Analytics, Machine Learning, and AI on GCP - Italiano: Google Cloud

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