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.

American Psychological Association
Skills you'll gain: Learning Strategies, Learning Theory, Human Learning, Mental Concentration, Habit Formation, Productivity, Psychology, Time Management, Self-Awareness, Self-Discipline
Beginner · Course · 1 - 3 Months

Commonwealth Education Trust
Skills you'll gain: Teaching, Professional Development, Lifelong Learning, Ethical Standards And Conduct, Professionalism, Personal Development, Instructional Strategies, Collaboration, Self-Awareness, Parent Communication, Constructive Feedback
Mixed · Course · 1 - 3 Months

University of Houston
Skills you'll gain: Storyboarding, Storytelling, Digital pedagogy, Visual Storytelling, Content Creation, Media Production, Video Editing, Digital Publishing, Multimedia, Peer Review, Oral Expression, Editing, Music
Beginner · Course · 1 - 3 Months

Illinois Tech
Skills you'll gain: Statistical Analysis, Data Analysis, Data Science, Statistical Programming, Statistical Methods, Statistical Machine Learning, Statistical Modeling, Applied Machine Learning, Model Evaluation, Regression Analysis, Statistics, Machine Learning Methods, Machine Learning Algorithms, Bayesian Statistics, Supervised Learning, Statistical Inference, Machine Learning, Unsupervised Learning, Predictive Modeling, Logistic Regression
Build toward a degree
Intermediate · Course · 1 - 3 Months

The Hong Kong University of Science and Technology
Skills you'll gain: Statistical Inference, Portfolio Risk, Statistical Methods, Pandas (Python Package), Statistical Hypothesis Testing, Probability & Statistics, Risk Analysis, Financial Trading, Financial Data, Data Manipulation, Statistical Analysis, Feature Engineering, Regression Analysis, Financial Analysis, Jupyter, Financial Market, Market Data, Predictive Modeling, Python Programming, Data Visualization
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Video Production, Digital pedagogy, Virtual Environment, User Interface and User Experience (UI/UX) Design, Virtual Reality, Teaching, User Experience Design, Education Software and Technology, User Centered Design, Adult Learning Principles, Student Engagement, Learning Styles, UI/UX Research, Online Advertising
Beginner · Course · 1 - 3 Months

Skills you'll gain: Dashboard Creation, Dashboard, Web Scraping, Data Analysis, Data Presentation, Plot (Graphics), Data Visualization Software, Graphing, Pandas (Python Package), Data Capture, Data Science, Data Wrangling, Jupyter, Data Manipulation, Python Programming, Data Collection
Intermediate · Course · 1 - 4 Weeks

Macquarie University
Skills you'll gain: Instructional Design, Multimedia, Presentations, Design Reviews, Peer Review, Visual Design, Graphic Design, Media Production, Creative Design, Photo/Video Production and Technology, Learning Strategies, Videography, Electronic Media, Communication Strategies
Beginner · Course · 1 - 3 Months

University of Michigan
Skills you'll gain: Language Learning, Communication, Writing
Beginner · Course · 1 - 3 Months

Skills you'll gain: Penetration Testing, Vulnerability Assessments, Vulnerability Scanning, Network Protocols, Network Analysis, Network Monitoring, Image Analysis, Virtual Machines, Virtualization and Virtual Machines, Virtual Environment, Open Source Technology, Malware Protection, Command-Line Interface, Software Installation, File Management, Microsoft Windows
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Prompt Engineering, LangChain, Retrieval-Augmented Generation, Prompt Patterns, LLM Application, Generative AI, Vector Databases, Generative AI Agents, Tool Calling, Embeddings, AI Workflows, User Interface (UI), AI Integrations, Large Language Modeling, UI Components, Database Systems, Model Evaluation, Data Storage Technologies, Database Management Systems, AI Enablement
Intermediate · Specialization · 1 - 3 Months

Multiple educators
Skills you'll gain: AI literacy, Retrieval-Augmented Generation, AI powered creativity, AI Product Strategy, Productivity Software, Generative AI, AI Personalization, Artificial Intelligence and Machine Learning (AI/ML), Responsible AI, Business Communication, Productivity, Operational Efficiency, Administration, Business Operations, Planning, Project Planning, Business Planning, Project Management, Business Administration, Business
Beginner · Specialization · 1 - 3 Months