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.

University of Michigan
Skills you'll gain: Loans, Finance, Mortgage Loans, General Lending, Financial Management, Excel Formulas, Financial Planning, Microsoft Excel, Financial Analysis, Complex Problem Solving, Spreadsheet Software
Intermediate · Course · 1 - 4 Weeks

University of California, Irvine
Skills you'll gain: Social Media Analytics, Predictive Modeling, Natural Language Processing, Predictive Analytics, Social Media, Text Mining, Advanced Analytics, Cloud Computing, Analytics, Business Analytics, Data Science, Customer Analysis, Data Analysis, Geospatial Information and Technology, Machine Learning Methods, Business Intelligence, Unsupervised Learning, Internet Of Things, Deep Learning
Intermediate · Course · 1 - 4 Weeks

University of California San Diego
Skills you'll gain: Bioinformatics, Diagnostic Tests, Computational Thinking, Model Evaluation, Epidemiology, Molecular, Cellular, and Microbiology, Infectious Diseases, Informatics, Network Analysis, Molecular Biology, Medical Science and Research, Biotechnology, Biochemistry, Data Mining, Life Sciences, Scientific Visualization, Data Synthesis, Data Literacy, Microbiology, Science and Research
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Android Studio, Android Development, Kotlin, Interactive Design, Object Oriented Programming (OOP), Code Reusability, User Interface (UI) Design, Mobile Development, Android (Operating System), Object Oriented Design, UI Components, Relational Databases, Maintainability, Program Development, PostgreSQL, Database Design, Database Development, Application Development, Application Design, Development Environment
Beginner · Specialization · 1 - 3 Months
Skills you'll gain: Application Security, Angular, OAuth, Test Driven Development (TDD), Web Components, Cryptography, Data Validation, Unit Testing, Vue.JS, Development Testing, Data Security, Authentications, Encryption, Authorization (Computing), HTML and CSS, Hypertext Markup Language (HTML), Web Applications, Javascript, Security Strategy, Computer Programming
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Linear Algebra, Applied Mathematics, Algebra, Calculus, Mathematics and Mathematical Modeling, Advanced Mathematics, Differential Equations, Mathematical Theory & Analysis
Mixed · Course · 1 - 3 Months

Starweaver
Skills you'll gain: Lean Manufacturing, Lean Methodologies, Kaizen Methodology, Process Mapping, Cross-Functional Collaboration, Kanban Principles, Process Analysis, Cross-Functional Team Leadership, Employee Engagement, Process Optimization, Operational Excellence, Operational Efficiency, Continuous Improvement Process, Process Improvement and Optimization, Process Improvement, Business Process, Workflow Management, Culture Transformation, Quality Improvement, Leadership
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Recurrent Neural Networks (RNNs), Tensorflow, Natural Language Processing, Deep Learning, Autoencoders, Time Series Analysis and Forecasting, Artificial Neural Networks, Machine Learning, Embeddings, Data Preprocessing
Intermediate · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Generative Adversarial Networks (GANs), AI Security, Fraud detection, Model Evaluation, Feature Engineering, Cybersecurity, Cyber Security Strategy, Reinforcement Learning, Model Optimization, Data Synthesis
Intermediate · Course · 1 - 3 Months

Technion - Israel Institute of Technology
Skills you'll gain: Innovation, Creative Problem-Solving, Team Building, Ideation, Creative Thinking, Entrepreneurship, Creativity, Visionary, Initiative and Leadership, New Product Development, Action Oriented, Strategic Planning, Persistence, Usability, Overcoming Obstacles, Overcoming Objections, Analysis
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Process Mapping, Process Analysis, Operational Efficiency, Business Operations, Operations Management, Operational Analysis, Process Management, Operations, Business Process, Business Process Improvement, Process Optimization, Process Development, Process Improvement, Customer experience improvement, Growth Strategies, Business Technologies
Mixed · Course · 1 - 4 Weeks

LearnKartS
Skills you'll gain: Model Context Protocol, Agentic systems, Vector Databases, Retrieval-Augmented Generation, Prompt Engineering, Tool Calling, Google Gemini, Agentic Workflows, AI Workflows, Generative AI Agents, Server Side, Node.JS, Scalability, MongoDB, Embeddings, Large Language Modeling, Natural Language Processing, Web Development, Machine Learning, Javascript
Beginner · Specialization · 1 - 3 Months