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.

The University of Edinburgh
Skills you'll gain: Sustainable Development, Cooperation, Discussion Facilitation, Collaboration, Environmental Issue, Community Development, Creative Thinking, Climate Change Programs, Cultural Responsiveness, Community Outreach, Climate Change Adaptation, Environmental Policy, Advocacy, Climate Change Mitigation, Education and Training, Diplomacy, Coordination
★ 4.6 (45) · Beginner · Course · 1 - 4 Weeks

Georgia Institute of Technology
Skills you'll gain: Prototyping, Interactive Design, Usability, Music, Interaction Design, Multimedia, Design, Musical Composition, Music Theory, Design Elements And Principles, Design Research, Usability Testing, Conceptual Design, Design Strategies, Human Centered Design, User Research, Ideation, Simulations
★ 4 (27) · Intermediate · Course · 1 - 3 Months

Skills you'll gain: Prompt Engineering, Responsible AI, Generative Engine Optimization (GEO), Prompt Patterns, ChatGPT, Generative AI, Digital Advertising, Generative Model Architectures, Email Automation, Email Marketing, Content Performance Analysis, Data Ethics, Digital Marketing, Search Engine Optimization, Personalized Campaigns, Content Optimization, Marketing Automation, Digital Marketing Tools, AI Personalization, AI literacy
★ 4.7 (12K) · Beginner · Specialization · 1 - 3 Months

National Taiwan University
Skills you'll gain: Building Information Modeling, Data Modeling, 3D Modeling, Computer-Aided Design, Engineering Practices, Construction Management, Civil Engineering, Mechanical Engineering, Information Management
★ 4.7 (2K) · Beginner · Course · 1 - 3 Months

Skills you'll gain: PyTorch (Machine Learning Library), Computer Vision, NumPy, Matplotlib, Convolutional Neural Networks, Deep Learning, Pandas (Python Package), Image Analysis, Model Optimization, Python Programming, Data Manipulation, Model Training
Intermediate · Course · 1 - 3 Months

Politecnico di Milano
Skills you'll gain: Pedagogy, Teaching, Instructional Design, Instructional and Curriculum Design, Instructional Strategies, Student Engagement, Lesson Planning, Educational Materials, Innovation, Student-Centred Learning, Curriculum Planning, Learning Theory, Open Source Technology, Learning Strategies
★ 4.9 (883) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Model Evaluation, Generative AI, MLOps (Machine Learning Operations), Model Optimization, Model Deployment, Machine Learning Methods, Continuous Monitoring, AI Security, Responsible AI
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Prompt Engineering, Prompt Patterns, Prompt Engineering Tools, AI literacy, Document Management, Context Engineering, AI Integrations, Artificial Intelligence, Generative AI
★ 2.9 (8) · Beginner · Course · 1 - 4 Weeks

Commonwealth Education Trust
Skills you'll gain: Constructive Feedback, Pedagogy, Teaching, Instructing, Education and Training, Curriculum Planning, Student-Centred Learning, Student Engagement, Instructional and Curriculum Design, Quality Assessment, Peer Review, Statistical Reporting, Performance Reporting, Reliability, Cultural Diversity
★ 4.9 (1.1K) · Mixed · Course · 1 - 3 Months

University of Houston
Skills you'll gain: Collaborative Software, Digital pedagogy, Education Software and Technology, Collaboration, Learning Management Systems, Teaching, digital literacy, Communication, Technology Strategies, Web Applications, Communication Systems, Digital Communications
★ 4.5 (189) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Database Development, Performance Tuning
Intermediate · Course · 3 - 6 Months

Saïd Business School, University of Oxford
Skills you'll gain: Prompt Engineering, Retrieval-Augmented Generation, Generative AI, Generative AI Agents, Prompt Patterns, Agentic Workflows, Responsible AI, Generative Model Architectures, Multimodal Prompts, AI Enablement, Artificial Neural Networks, Data Ethics, Governance, Artificial Intelligence, Artificial Intelligence and Machine Learning (AI/ML), Agentic systems, Business Ethics, Risk Management, Machine Learning, Project Management
★ 4.8 (364) · Beginner · Specialization · 3 - 6 Months