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.

IBM
Skills you'll gain: Prompt Engineering, Software Development Life Cycle, Prompt Patterns, Large Language Modeling, Software Architecture, Computer Vision, LangChain, Responsive Web Design, Restful API, LLM Application, Generative AI, Flask (Web Framework), Responsible AI, IBM Cloud, Data Import/Export, Python Programming, Engineering Software, Workflow Management, Machine Learning, Data Science
Build toward a degree
Beginner · Professional Certificate · 3 - 6 Months

University of Pennsylvania
Skills you'll gain: Advertising, English Language, Media and Communications, Online Advertising, Oral Comprehension, Vocabulary, Literacy, Cultural Diversity, Journalism, Grammar, Facebook
Mixed · Course · 1 - 3 Months

The Hong Kong University of Science and Technology
Skills you'll gain: Server Side, Restful API, Ajax, Node.JS, Full-Stack Web Development, Web Applications, Web Servers, Web Development, Model View Controller, Javascript, PHP (Scripting Language), Application Programming Interface (API), Authentications, JSON, Hypertext Markup Language (HTML), Software Architecture, Real Time Data
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Tensorflow, Image Analysis, Keras (Neural Network Library), Applied Machine Learning, Google Cloud Platform, Deep Learning, Computer Vision, Machine Learning
Beginner · Project · Less Than 2 Hours

Skills you'll gain: Deep Learning, Data Processing, Data Manipulation, Applied Machine Learning, Predictive Modeling, Machine Learning, Artificial Neural Networks, Data Visualization Software, Pandas (Python Package), System Design and Implementation
Intermediate · Course · 1 - 4 Weeks

Case Western Reserve University
Skills you'll gain: Coaching, Empathy, Leadership Development, People Development, Active Listening, Emotional Intelligence, Organizational Leadership, Self-Awareness, Organizational Change, Leadership, Change Management, Neurology, Self-Motivation, Stress Management, Goal Setting, Physiology
Mixed · Course · 1 - 3 Months

New York University
Skills you'll gain: Reinforcement Learning, Market Dynamics, Risk Modeling, Financial Modeling, Technical Analysis, Artificial Intelligence and Machine Learning (AI/ML), Applied Machine Learning, Physics, Probability & Statistics
Advanced · Course · 1 - 4 Weeks

Universitat Autònoma de Barcelona
Skills you'll gain: Oral Comprehension, Multilingualism, Education and Training, Teaching, Intercultural Competence, Language Learning, Instructional Strategies, Pedagogy, Literacy, Diversity Training, Vocabulary, Social Sciences, Learning Strategies
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Software Installation, Programming Principles, Data Validation, Scripting Languages, Python Programming, Program Development, Scripting, Computational Thinking, Development Environment, Data Processing, Computer Programming, Algorithms, Debugging
Mixed · Course · 1 - 4 Weeks

University of Illinois Urbana-Champaign
Skills you'll gain: Education Software and Technology, Differentiated Instruction, Diversity Awareness, Cultural Diversity, Cultural Responsiveness, Blended Learning, Special Education, Human Learning, Teaching, Pedagogy, Individualized Education Programs (IEP), Higher Education, Student-Centred Learning, Instructional Strategies, Social Justice, Socioeconomics
Mixed · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: SQL, Database Systems, Database Theory, Database Management, Query Languages, Database Design, Relational Databases, Database Administration, Database Application, Data Access, Data Science, Data Analysis, Data Manipulation, Data Modeling, Data Integrity
Build toward a degree
Beginner · Course · 1 - 3 Months

Board Infinity
Skills you'll gain: Angular, Node.JS, Full-Stack Web Development, HTML and CSS, User Interface (UI), Application Deployment, Back-End Web Development, Javascript, User Interface (UI) Design, MongoDB, Front-End Web Development, Web Applications, JavaScript Frameworks, Scalability, Restful API, Middleware, Bootstrap (Front-End Framework), jQuery, Databases, Cascading Style Sheets (CSS)
Intermediate · Specialization · 1 - 3 Months