Courses in Math for Machine Learning often teach linear algebra, calculus, probability, and statistics, providing a solid foundation for understanding algorithms. You can build skills in optimization techniques, data analysis, and model evaluation, which are crucial for effective machine learning applications. Many courses introduce tools like Python libraries such as NumPy and TensorFlow, which help you implement mathematical concepts in AI projects and enhance your ability to work with data-driven models.

University of Michigan
Skills you'll gain: ChatGPT, Language Learning, Education Software and Technology, Data Ethics, Oral Comprehension, Writing, Communication
Beginner · Course · 1 - 3 Months

The University of Edinburgh
Skills you'll gain: Discussion Facilitation, Environmental Issue, Climate Change Programs, Sustainable Development, Interactive Learning, Liberal Arts, Sustainability Standards, Environmental Policy, Community Development, Advocacy, Creativity, Education and Training, International Relations, Diplomacy
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Model Deployment, Unit Testing, MLOps (Machine Learning Operations), Kubernetes, Docker (Software), Containerization, Test Driven Development (TDD), Application Deployment, Continuous Integration, Software Testing, Model Training, CI/CD, Scalability, Scikit Learn (Machine Learning Library), Tensorflow, PyTorch (Machine Learning Library), Performance Tuning, Python Programming, Software Engineering, Git (Version Control System)
Intermediate · Specialization · 1 - 3 Months

Skills you'll gain: Java Programming, Java, Memory Management, Development Environment, Programming Principles, Computer Programming Tools, Computer Programming, Integrated Development Environments, Data Structures, Software Installation
Beginner · Course · 1 - 3 Months

Vanderbilt University
Skills you'll gain: Prompt Engineering, Generative AI, Prompt Patterns, AI powered creativity, ChatGPT, Ideation, Verification And Validation, AI literacy, Creative Problem-Solving, AI Enablement, Responsible AI, Risking, AI Personalization, Image Analysis, LLM Application, Innovation, Brainstorming, Game Design, Organizational Skills, Lesson Planning
Beginner · Specialization · 1 - 3 Months

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
Beginner · Course · 1 - 4 Weeks

University of Pennsylvania
Skills you'll gain: English Language, Language Competency, Vocabulary, Writing, Business Writing, Oral Expression, Interviewing Skills, Language Learning, Verbal Communication Skills, Business Correspondence, Concision, Social Skills, Professional Networking, Rapport Building, Communication, Professionalism, Recruitment
Mixed · Course · 1 - 3 Months

Skills you'll gain: SQL, Database Management, Relational Databases, Stored Procedure, Databases, Query Languages, Database Theory, Data Access, Jupyter, Data Manipulation, Data Analysis, Transaction Processing, Python Programming
Beginner · Course · 1 - 3 Months

Multiple educators
Skills you'll gain: AI literacy, Retrieval-Augmented Generation, AI powered creativity, Vibe coding, Problem Solving, AI Enablement, Prompt Engineering Tools, AI Personalization, Multimodal Prompts, Productivity Software, Generative AI, Communication Strategies, Responsible AI, Business Communication, Productivity, Project Planning, Planning, Business Planning, Project Management, Business
Beginner · Specialization · 1 - 3 Months

Duke University
Skills you'll gain: Matplotlib, Pandas (Python Package), Plot (Graphics), NumPy, Data Cleansing, Data Structures, Scientific Visualization, Data Visualization Software, Predictive Analytics, Data Visualization, Statistical Visualization, Debugging, Data Presentation, Data Manipulation, Code Reusability, Object Oriented Programming (OOP), Python Programming, Simulations, Predictive Modeling, Data Analysis
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: AI Integrations, Business Leadership, Decision Intelligence, Digital Transformation, Strategic Leadership, Business Strategy, Google Cloud Platform, Technology Strategies, Artificial Intelligence, Responsible AI, Culture Transformation, Artificial Intelligence and Machine Learning (AI/ML), ChatGPT, Case Studies, Generative AI, Risk Management, Machine Learning
Intermediate · 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