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: Campaign Planning, Strategic Communication, Communication Planning, Target Audience, Campaign Management, Advertising, Marketing Communications, Advertising Campaigns, Resource Allocation, Media Strategy, Brand Management, Corporate Communications, Integrated Marketing Communications, Stakeholder Communications, Public Relations, Marketing, Business Strategy, Communication, Business Communication, Business Process
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Cybersecurity, Cyber Operations, Data Persistence, Exploitation techniques, Persistence, Intrusion Detection and Prevention, Scripting, Python Programming, Scripting Languages
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Responsible AI, Data Ethics, Generative AI, Large Language Modeling, Artificial Intelligence, AI Workflows, Model Optimization, MLOps (Machine Learning Operations), Information Privacy, Model Deployment, Machine Learning, Natural Language Processing, Version Control, Model Evaluation, Scalability
Intermediate · Course · 1 - 4 Weeks

Microsoft
Skills you'll gain: Front-End Web Development, Debugging, Programming Principles, Computational Thinking, GitHub, Web Design and Development, Pseudocode, Version Control, Git (Version Control System), Diagram Design, Microsoft Copilot, Algorithms, Program Development, Code Reusability, Computational Logic, C# (Programming Language)
Beginner · Course · 1 - 3 Months

Skills you'll gain: Debugging, Integrated Development Environments, Web Applications, Development Environment, Django (Web Framework), Web Development Tools, Software Testing, Web Development, Program Development, Microsoft Visual Studio, Scripting, Software Installation, Python Programming, Command-Line Interface
Intermediate · Course · 1 - 4 Weeks

University of Minnesota
Skills you'll gain: Learning Strategies, Mentorship, Health Informatics, Clinical Informatics, Leadership, Clinical Leadership, Nurse Education, Adult Education, Coaching, Informatics, Instructional Design, Educational Materials
Intermediate · Course · 1 - 3 Months
University of Michigan
Skills you'll gain: Resilience, Teaching, Systems Thinking, Diversity Awareness, Adaptability, Adult Education, Instructional Design, Digital pedagogy, Education Software and Technology, Constructive Feedback, Higher Education, Compassion
Intermediate · Course · 1 - 4 Weeks

American Psychological Association
Skills you'll gain: Mental Health Diseases and Disorders, Mental Health Therapies, Psychiatry, Psychological Evaluations, Clinical Psychology, Mental Health, Cognitive Behavioral Therapy, Mental and Behavioral Health, Patient Evaluation, Psychotherapy, Psychiatric Assessments, Culture, Cultural Sensitivity, Psychosocial Assessments, Psychology, Pharmacotherapy, Crisis Intervention, Pharmacology
Beginner · Course · 1 - 3 Months

Skills you'll gain: 3D Modeling, SketchUp (3D Modeling Software), Computer Graphics, Visualization (Computer Graphics), Design Software, Product Design, Graphic Design
Beginner · Guided Project · Less Than 2 Hours

Skills you'll gain: Visual Storytelling, Prompt Engineering, AI powered creativity, Prompt Patterns, AI Workflows, Multimodal Prompts, Photo/Video Production and Technology, Video Production, Generative AI, Animations, Cinematography, Artificial Intelligence
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Apache Maven, File I/O, Build Tools, Data Import/Export, Object Oriented Programming (OOP), JSON, Java Programming, Debugging, Object Oriented Design, JUnit, Code Reusability, Software Documentation, Programming Principles, Data Structures, File Systems, Computer Programming, Web Services, File Management, Java, Computer Science
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Excel Macros, Forecasting, Microsoft Copilot, Dashboard Creation, Microsoft Excel, Predictive Modeling, Workflow Management, UI Components, Visual Basic (Programming Language), User Interface (UI), Automation, Debugging, Interactive Data Visualization, Scenario Testing, Programming Principles
Beginner · Course · 1 - 4 Weeks