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.

University of Colorado Boulder
Skills you'll gain: Estimation, Model Evaluation, Simulation and Simulation Software, Simulations, Laboratory Testing, Matlab, Numerical Analysis, Electric Power Systems, Mathematical Modeling, Model Optimization, Statistical Methods, Mathematical Software, Scripting, Scripting Languages, Algorithms
★ 4.7 (158) · Intermediate · Course · 1 - 3 Months

Skills you'll gain: LangChain, LLM Application, Prompt Engineering, Large Language Modeling, OpenAI API, Hugging Face, Embeddings, AI Workflows, Development Environment, Generative AI Agents, Retrieval-Augmented Generation, Vector Databases, Python Programming, Agentic systems, Document Management, Application Development, Image Analysis
★ 4.8 (23) · Intermediate · Course · 3 - 6 Months

Dartmouth College
Skills you'll gain: Decision Making, Decisiveness, Self-Awareness, Emotional Intelligence, Critical Thinking, Behavioral Economics, Problem Solving, Leadership Development, Analysis, Goal Setting, Strategic Leadership, Growth Mindedness, Business Strategy, Overcoming Obstacles, Mitigation
★ 4.8 (209) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Backlogs, User Story, Sprint Planning, Agile Software Development, Project Estimation, Agile Methodology, Product Requirements, Agile Product Development, Sprint Retrospectives, Agile Project Management, Estimation, Acceptance Testing, Prioritization
★ 4.8 (14) · Beginner · Course · 1 - 4 Weeks

Imperial College London
Skills you'll gain: Health Promotion, Health Education, Behavioral Economics, Behavioral Health, Public Health, Applied Behavior Analysis, Social Determinants Of Health, Public Health and Disease Prevention, Health Policy, Public Policies, Cultural Diversity, Psychology, Risk Analysis
★ 4.8 (107) · Beginner · Course · 1 - 4 Weeks

Yonsei University
Skills you'll gain: Materials science, Semiconductors, Thermal Management, Electrical Engineering, Manufacturing Processes, Physical Science, Chemical Engineering, Electronic Components, electromagnetics, Chemistry, Physics
★ 4.7 (159) · Mixed · Course · 1 - 3 Months

LearnKartS
Skills you'll gain: Containerization, Cloud Development, Microservices, Devops Tools, Webhook Security, Virtualization, OS Process Management, Package and Software Management, Data Persistence, Scalability, Application Lifecycle Management, Command-Line Interface
★ 3.7 (86) · Beginner · Specialization · 1 - 3 Months

Utrecht University
Skills you'll gain: Lifelong Learning, Adult Education, Professionalism, Professional Development, Organizational Development, Social Sciences, Organizational Change, Ethical Standards And Conduct, Workforce Development, Organizational Structure, Sociology, Psychology, Leadership, Personal Development, Empowerment, Leadership Development
★ 4.6 (80) · Intermediate · Course · 1 - 3 Months

California Institute of the Arts
Skills you'll gain: Game Design, Prototyping, Software Design Documents, Video Game Development, Ideation, Conceptual Design, Software Visualization, Usability Testing, Graphic and Visual Design, Peer Review
★ 4.7 (295) · Intermediate · Course · 1 - 3 Months

Skills you'll gain: Microsoft Visual Studio, Cloud Computing Architecture, Cloud-Native Computing, Managed Services, Cloud Computing, Cloud Deployment, Integrated Development Environments, Microsoft Development Tools, Data Store, Microsoft SQL Servers, Cloud Security, Cloud Storage, Web Applications, Mobile Development
★ 5 (13) · Intermediate · Course · 1 - 4 Weeks

Icahn School of Medicine at Mount Sinai
Skills you'll gain: Oral Cancer Screening, Oncology, Preventative Care, Public Health and Disease Prevention, Treatment Planning, Oral Health, Primary Care, Infectious Diseases, Health Education, Radiation Therapy, Patient Education And Counseling, Epidemiology, Risk Analysis, Medical Terminology, Diagnostic Tests, Surgery
★ 4.8 (472) · Beginner · Course · 1 - 3 Months

Adobe
Skills you'll gain: Adobe Acrobat, Document Management, Document Control, Workflow Management, Packaging and Labeling, Collaborative Software, Process Design, Design Reviews, File Management, Client Services, Graphic Design, Digital Design, Version Control, Branding, Business Systems, Constructive Feedback, Editing
★ 4.7 (185) · Mixed · Course · 1 - 4 Weeks