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.
LearnQuest
Skills you'll gain: Containerization, Package and Software Management, Unified Modeling Language, Matplotlib, Software Testing, Docker (Software), Unit Testing, Development Testing, CI/CD, Test Automation, Data Manipulation, Pandas (Python Package), Data Visualization, Scripting, Data Modeling, DevOps, Programming Principles, Python Programming, Data Structures, Computer Programming
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

Kennesaw State University
Skills you'll gain: Prompt Engineering, Data Ethics, Responsible AI, ChatGPT, Artificial Intelligence, Education and Training, Instructing, Collaboration, Pedagogy, Generative AI, Course Development
Beginner · Course · 1 - 4 Weeks

University of Geneva
Skills you'll gain: Research Methodologies, Health Policy, Research, Qualitative Research, Surveys, Community Outreach, Policty Analysis, Research, and Development, Investigation, Ethical Standards And Conduct, Data Collection, Accountability, Case Studies, Decision Making, Adaptability
Beginner · Course · 1 - 3 Months

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
McMaster University
Skills you'll gain: Financial Policy, Finance, Credit Risk, General Finance, Corporate Finance, Financial Statements, Financial Analysis, Behavioral Economics, Economics, Case Studies
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Prompt Engineering, Prompt Patterns, ChatGPT, Generative AI, Design Research, Persona (User Experience), User Interface and User Experience (UI/UX) Design, Experience Design, AI Product Strategy, User Interface (UI) Design, Brainstorming, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Large Language Modeling, Human Centered Design, User Story, Wireframing, Deep Learning, Ideation, Machine Learning
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Product Management, Go To Market Strategy, Product Planning, User Experience, Market Analysis, Revenue Management, Product Lifecycle Management, UI/UX Strategy, Product Roadmaps, Product Design, Product Strategy, Sprint Retrospectives, User Interface and User Experience (UI/UX) Design, Marketing Analytics, Product Testing, Sprint Planning, A/B Testing, Driving engagement, Agile Methodology, Stakeholder Management
Intermediate · Course · 1 - 3 Months

Infosec
Skills you'll gain: Cyber Threat Hunting, Threat Detection, Exploit development, System Monitoring, Cybersecurity, Cyber Operations, Continuous Monitoring, Network Security, Network Monitoring, Python Programming, Scripting, Scripting Languages
Intermediate · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Generative AI, Artificial Intelligence, Education Software and Technology, Responsible AI, Prompt Engineering, Large Language Modeling, ChatGPT, Emerging Technologies
Beginner · Course · 1 - 4 Weeks

Advancing Women in Tech
Skills you'll gain: Business Process Automation, AI Product Strategy, Workflow Management, Collaboration, Productivity Software, Artificial Intelligence and Machine Learning (AI/ML), AI Personalization, Generative AI, Responsible AI, Business Communication, Productivity, Operational Efficiency, Administration, Business Operations, Planning, Project Planning, Business Planning, Project Management, Business Administration, Business
Beginner · Specialization · 1 - 3 Months

Arizona State University
Skills you'll gain: Conflict Management, Negotiation, Emotional Intelligence, De-escalation Techniques, Active Listening, Communication Strategies, Interpersonal Communications, Composure, Tactfulness, Expectation Management, Social Skills, Collaboration, Brainstorming, Verbal Communication Skills, Interviewing Skills, Empathy, Communication, Follow Through, Strategic Planning, Contingency Planning
Beginner · Specialization · 3 - 6 Months