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.

Arizona State University
Skills you'll gain: Decision Making, Creative Thinking, Problem Solving, Creative Problem-Solving, Strategic Decision-Making, Brainstorming, Complex Problem Solving, Critical Thinking and Problem Solving, Resourcefulness, Creativity, Curiosity, Strategic Thinking, Root Cause Analysis, Ethical Standards And Conduct, Risk Analysis, Innovation, Analytical Skills, Business Ethics, Analysis, Data Collection
Beginner · Specialization · 3 - 6 Months
University of Colorado Boulder
Skills you'll gain: Estimation, Simulations, Failure Analysis, Electronic Components, Matlab, Mathematical Modeling, Power Electronics, Systems Engineering, Electrical Power, Thermal Management, Control Systems, High Voltage, Probability, Electronic Systems, Electrical Engineering, Energy and Utilities, Statistical Methods, Simulation and Simulation Software, Numerical Analysis, Scripting
Build toward a degree
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Prompt Engineering, LangChain, LLM Application, Generative AI, Generative AI Agents, Application Development, Large Language Modeling, UI Components, Semantic Web, Data Storage Technologies, Databases, NoSQL, Data Storage, Flask (Web Framework), Query Languages, Artificial Intelligence, Database Architecture and Administration, Applied Machine Learning, Information Management, Jupyter
Intermediate · Specialization · 1 - 3 Months

Coursera
Skills you'll gain: Scripting, Python Programming, Computer Programming Tools, Devops Tools, Software Development Tools, Data Structures, Programming Principles, Program Development
Intermediate · Guided Project · Less Than 2 Hours

Duke University
Skills you'll gain: Environmental Monitoring, Environmental Regulations, Environmental Laws, Environmental Science, Geospatial Information and Technology, Ethical Standards And Conduct, Global Positioning Systems, Research, Data Management, Critical Thinking
Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Problem Solving, Computational Thinking, Probability, Mathematical Modeling, Deductive Reasoning, Behavioral Economics, Algorithms, Analytical Skills, Theoretical Computer Science
Beginner · Course · 1 - 4 Weeks

Kennesaw State University
Skills you'll gain: Prompt Engineering, Grant Writing, ChatGPT, Proposal Writing, Generative AI, Ethical Standards And Conduct
Beginner · Course · 1 - 4 Weeks

Indian Institute for Human Settlements
Skills you'll gain: Social Justice, Child Development, Community Development, Working With Children, Education and Training, Higher Education, Pedagogy, Sustainable Development, Cultural Diversity, Teaching, Social Studies, Curriculum Development, Policy Analysis, Diversity Equity and Inclusion Initiatives, Critical Thinking
Intermediate · Course · 1 - 3 Months

Arizona State University
Skills you'll gain: Cyber Attacks, Data Security, Safety and Security, Cybersecurity, Computer Security Awareness Training, Content Creation, Media and Communications, Storytelling, Productivity, Digital Communications, Creativity, Web Content, Interpersonal Communications, Digital Design, Non-Verbal Communication, Personal Development, Conflict Management, Self-Awareness, Stress Management, Health Technology
Beginner · Specialization · 3 - 6 Months

Sungkyunkwan University
Skills you'll gain: Language Learning, Oral Comprehension, Vocabulary, Culture, Language Competency, Cultural Diversity, Discussion Facilitation, Writing
Advanced · Course · 1 - 3 Months

Microsoft
Skills you'll gain: Microsoft Copilot, Generative AI, Power BI, AI Product Strategy, Data Presentation, Interactive Data Visualization, Data Storytelling, Process Optimization, Data Analysis Expressions (DAX), Business Intelligence, Prompt Engineering, Product Demonstration, Data Analysis
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Responsible AI, AI Personalization, Sales Enablement, Sales Strategy, Sales Process, Sales Management, Sales Development, Customer experience improvement, Sales Operations, Generative AI Agents, Customer Engagement, Sales, Data-Driven Decision-Making
Beginner · Course · 1 - 4 Weeks