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.

Skills you'll gain: Deep Learning, Artificial Neural Networks, Computer Vision, Machine Learning Methods, Generative AI, Natural Language Processing, Scalability, Reinforcement Learning, Network Architecture, Performance Tuning
Intermediate · Course · 1 - 3 Months

University at Buffalo
Skills you'll gain: Classroom Management, Teaching, Instructional Strategies, Student Engagement, Psychiatric Assessments, Parent Communication, Behavior Management, Positive Behavior Support, Working With Children, Clinical Assessment, Mental Health Diseases and Disorders, Treatment Planning, Diagnostic Tests, Child Development, Planning, Communication
Beginner · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Course Development, Instructional Design, Learning Theory, Brainstorming, Design Thinking, Needs Assessment, Motivational Skills, Prototyping, Student-Centred Learning, Creativity, Analysis, Communication
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Brand Management, Brand Strategy, Brand Awareness, Branding, Brand Marketing, Brand Loyalty, Marketing Analytics, Marketing Management, Data-Driven Decision-Making, Business Analytics, Sustainable Business, Governance, Stakeholder Engagement, Storytelling, Growth Strategies, Innovation, Customer Engagement, Communication
Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Self-Awareness, Teaching, Empathy, Classroom Management, Growth Mindedness, Resilience, Relationship Building
Advanced · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Cascading Style Sheets (CSS), HTML and CSS, Javascript, Responsive Web Design, Ajax, Front-End Web Development, Bootstrap (Front-End Framework), Web Design, Hypertext Markup Language (HTML), Browser Compatibility, Web Design and Development, Web Development, JSON, Web Applications, Scripting, Usability, Cross Platform Development, Object Oriented Programming (OOP), Event-Driven Programming, User Interface and User Experience (UI/UX) Design
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Tensorflow, Deep Learning, Artificial Neural Networks, Keras (Neural Network Library), Image Analysis, Artificial Intelligence and Machine Learning (AI/ML), Computer Vision, Applied Machine Learning, Data Processing
Mixed · Course · 1 - 4 Weeks

McMaster University
Skills you'll gain: Exercise Science, Kinesiology, Productivity, Cardiology, Stress Management, Time Management, Adaptability, Human Musculoskeletal System, Nutrition and Diet, Physiology, Mental Health, Goal Setting
Beginner · Course · 1 - 4 Weeks

Korea Advanced Institute of Science and Technology(KAIST)
Skills you'll gain: New Product Development, Supply Chain, Supply Chain Management, Supply Chain Planning, Quality Management, Logistics Management, Supplier Management, Inventory Management System, Corporate Sustainability, Coordination, Value Propositions, Operational Efficiency, Continuous Improvement Process, Consumer Behaviour
Mixed · Course · 1 - 3 Months

Skills you'll gain: Text Mining, Data Cleansing, PyTorch (Machine Learning Library), Data Manipulation, Data Processing, Performance Tuning, Deep Learning, Natural Language Processing, Machine Learning
Intermediate · Guided Project · Less Than 2 Hours

Skills you'll gain: Education Software and Technology
Beginner · Guided Project · Less Than 2 Hours

Skills you'll gain: Data Processing, Data Transformation, Financial Forecasting, Feature Engineering, Data Visualization, Time Series Analysis and Forecasting, Exploratory Data Analysis, Keras (Neural Network Library), Deep Learning, Predictive Modeling, Pandas (Python Package), Tensorflow, Artificial Neural Networks, Matplotlib, NumPy
Mixed · Course · 1 - 4 Weeks