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.

Microsoft
Skills you'll gain: Storyboarding, User Research, Information Architecture, User Experience Design, Persona (User Experience), Design Research, Ideation, Design Thinking, User Centered Design, Wireframing, Usability Testing
Mixed · Course · 1 - 3 Months

Coursera
Skills you'll gain: Generative AI, Data Analysis, Advanced Analytics, Analytics, Prompt Engineering Tools, AI Product Strategy, Data Transformation, Predictive Analytics, Data Cleansing, Data Processing, Machine Learning Algorithms, Responsible AI
Intermediate · Course · 1 - 4 Weeks

Microsoft
Skills you'll gain: Excel Macros, Prompt Engineering, Microsoft Excel, Data Cleansing, Excel Formulas, Pivot Tables And Charts, Microsoft Copilot, Dashboard, Forecasting, Data Presentation, Data Storytelling, Data Processing, Data Visualization Software, Data Manipulation, Data Visualization, Predictive Modeling, Workflow Management, Data Wrangling, Data Quality, Statistical Analysis
Beginner · Professional Certificate · 3 - 6 Months
University of Michigan
Skills you'll gain: Financial Statements, Accounting, Ledgers (Accounting), General Accounting, Financial Acumen, Revenue Management, Inventory Control Systems, Inventory Management, Decision Making
Intermediate · Course · 1 - 3 Months

University of Michigan
Skills you'll gain: Responsible AI, Data Ethics, Generative AI, Legal Risk, Artificial Intelligence, Art History, Creativity, Risk Analysis, Image Analysis, Business Risk Management, Prompt Engineering, Business Ethics, Ethical Standards And Conduct, Innovation, Environmental Issue, Problem Solving, Analysis, Experimentation, Leadership, Collaboration
Beginner · Specialization · 3 - 6 Months

Arizona State University
Skills you'll gain: Manufacturing Processes, Engineering Design Process, Computer-Aided Design, Design Strategies, Prototyping, Design, 3D Modeling, Materials science
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Matplotlib, Data Visualization Software, Data Structures, Data Manipulation, Pandas (Python Package), NumPy, Data Processing, Exploratory Data Analysis, Python Programming, Object Oriented Programming (OOP)
Beginner · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Machine Learning Methods, Machine Learning Software, Machine Learning, Machine Learning Algorithms, Artificial Intelligence and Machine Learning (AI/ML), Image Analysis, Deep Learning, Computer Vision, Artificial Intelligence, Generative AI, Statistical Machine Learning, Reinforcement Learning, Artificial Neural Networks, Automation, Algorithms
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: ChatGPT, Responsible AI, Technical Consulting, Consulting, Business Consulting, Generative AI, Prompt Engineering Tools, Business Reporting, Research Reports, Client Services, Business Process Automation, Data Analysis, Innovation
Beginner · Course · 1 - 4 Weeks

Copenhagen Business School
Skills you'll gain: Sustainable Business, Corporate Sustainability, Stakeholder Engagement, Sustainable Development, Business Modeling, Innovation, Environmental Social And Corporate Governance (ESG), Marketing Communications, Business Strategies, Case Studies, Systems Thinking, Strategic Partnership
Beginner · Course · 1 - 3 Months

University of Michigan
Skills you'll gain: Interactive Data Visualization, Interactive Design, Programming Principles, Visualization (Computer Graphics), Python Programming, Graphic and Visual Design, Computer Graphics, Computational Logic, Computer Programming, Data Import/Export, Computational Thinking, Data Structures, Animations
Beginner · Course · 1 - 3 Months

University of Maryland, College Park
Skills you'll gain: Intellectual Property, Law, Regulation, and Compliance, Entrepreneurship, Business, Commercial Laws, Labor Law, Business Management, Contract Management, Staff Management, New Business Development, Organizational Structure, Corporate Tax
Beginner · Course · 1 - 3 Months