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 Michigan
Skills you'll gain: Application Deployment, Django (Web Framework), Object-Relational Mapping, HTML and CSS, Model View Controller, jQuery, Ajax, JSON, Database Design, SQL, Application Frameworks, Databases, Web Applications, Application Development, Object Oriented Programming (OOP), Web Development, Data Modeling, Javascript, Application Security, Cascading Style Sheets (CSS)
Intermediate · Specialization · 3 - 6 Months

University of Michigan
Skills you'll gain: Generative AI, Education Software and Technology, Prompt Engineering, Instructional Design, Artificial Intelligence, Design Strategies, Content Creation, Creative Design, Emerging Technologies, Professional Development
Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Large Language Modeling, Natural Language Processing, Prompt Engineering, LLM Application, Artificial Neural Networks, Deep Learning, Keras (Neural Network Library), PyTorch (Machine Learning Library), Generative AI, Network Architecture, Artificial Intelligence, Machine Learning Algorithms
Build toward a degree
Intermediate · Course · 1 - 4 Weeks

IESE Business School
Skills you'll gain: Financial Management, Financial Acumen, Financial Data, Management Accounting, Finance, Profit and Loss (P&L) Management, Business Metrics, Business Analysis
Mixed · Course · 1 - 4 Weeks

Vanderbilt University
Skills you'll gain: Succession Planning, Business Writing, Generative AI, Meeting Facilitation, Organizational Leadership, Strategic Leadership, Business Leadership, Proposal Writing, Thought Leadership, Prompt Engineering, Human Resource Strategy, Business Transformation, Staff Management, Decision Making
Beginner · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Critical Thinking, Legal Technology, Artificial Intelligence, Communication, Leadership Development, Lifelong Learning, Professional Development, Leadership, Adaptability, Creativity, Decision Making, Personal Development, Generative AI
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Prompt Engineering, Prompt Patterns, Generative AI, Cyber Threat Intelligence, Security Information and Event Management (SIEM), ChatGPT, Threat Modeling, Threat Detection, Cybersecurity, Incident Response, Intrusion Detection and Prevention, Malware Protection, AI Product Strategy, Artificial Intelligence and Machine Learning (AI/ML), Anomaly Detection, Deep Learning, Vulnerability Management, Image Quality, Artificial Intelligence, Incident Management
Intermediate · Specialization · 1 - 3 Months

Skills you'll gain: Prompt Engineering, Prompt Patterns, Generative AI, Responsible AI, IBM Cloud, ChatGPT, Workflow Management, Action Oriented, No-Code Development, Machine Learning Software, Natural Language Processing, Business Workflow Analysis, Machine Learning, AI Product Strategy, Artificial Intelligence, Self Service Technologies, Application Deployment, Artificial Intelligence and Machine Learning (AI/ML), Deep Learning, Data Science
Beginner · Specialization · 3 - 6 Months

University of California, Davis
Skills you'll gain: Data Governance, SQL, Data Quality, Database Design, Query Languages, Data Manipulation, Data Modeling, Relational Databases, Data Science, Data Analysis, Data Transformation
Beginner · Course · 1 - 4 Weeks

Universitat Autònoma de Barcelona
Skills you'll gain: Lecturing, English Language, Verbal Communication Skills, Higher Education, Language Learning, Professional Development, Collaboration, Vocabulary, Train The Trainer, Grammar
Mixed · Course · 1 - 4 Weeks

Starweaver
Skills you'll gain: Business Process Automation, Automation, Business Process, Process Design, IT Automation, Workflow Management, Robotic Process Automation, Business Transformation, Business Technologies, Operational Efficiency, Compliance Management, Security Controls, Continuous Improvement Process, Return On Investment, Change Management
Beginner · Course · 1 - 4 Weeks

University of Pennsylvania
Skills you'll gain: AI Personalization, Fraud detection, Generative AI, Responsible AI, Data Ethics, Data Management, People Analytics, HR Tech, AI Product Strategy, Data Governance, Big Data, Machine Learning Algorithms, Governance, Business Strategy, Human Resources, Credit Risk, Business Transformation, Artificial Intelligence, Machine Learning, Analytics
Beginner · Specialization · 3 - 6 Months