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: Data Import/Export, Data Analysis, Data Visualization, Programming Principles, Python Programming
Beginner · Guided Project · Less Than 2 Hours

University of Colorado Boulder
Skills you'll gain: Problem Solving, Computational Thinking, Computer Vision, Game Theory, Image Analysis, Probability, Artificial Neural Networks, Mathematical Modeling, Deductive Reasoning, Algorithms, Human Development, Analytical Skills, Behavioral Economics, Artificial Intelligence and Machine Learning (AI/ML), Computer Graphics, Artificial Intelligence, Systems Thinking, Human Learning, Theoretical Computer Science, Human Machine Interfaces
Beginner · Specialization · 3 - 6 Months

University of Michigan
Skills you'll gain: Generative AI, Prompt Engineering, Instructional Design, ChatGPT, Brainstorming, Needs Assessment, Design Strategies, Content Creation, Persona Development, Professional Development
Beginner · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Artificial Intelligence and Machine Learning (AI/ML), Generative AI, Artificial Intelligence, AI Product Strategy, Technical Design, Machine Learning, Data-Driven Decision-Making, Deep Learning, Algorithms
Intermediate · Course · 1 - 4 Weeks

SAS
Skills you'll gain: Predictive Modeling, Predictive Analytics, Responsible AI, Data Ethics, Data-Driven Decision-Making, Machine Learning, Applied Machine Learning, Business Ethics, Decision Tree Learning, Business Analytics, Artificial Intelligence, Performance Analysis, Data Science, Social Justice
Beginner · Course · 1 - 3 Months

Pearson
Skills you'll gain: Deep Learning, PyTorch (Machine Learning Library), Artificial Neural Networks, Artificial Intelligence and Machine Learning (AI/ML), Tensorflow, Large Language Modeling, Machine Learning, Python Programming, Algorithms, Network Architecture, Data Processing
Intermediate · Course · 1 - 4 Weeks

University of California, Davis
Skills you'll gain: jQuery, Javascript and jQuery, Ajax, Javascript, Data Manipulation, Data Validation, UI Components, HTML and CSS, Scripting, JSON, Scripting Languages, Event-Driven Programming, Web Development Tools, JavaScript Frameworks, Web Applications, Web Design and Development, Game Design, Application Programming Interface (API), Object Oriented Programming (OOP), Animations
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Prompt Engineering, Responsible AI, Generative AI, Risk Mitigation, Risk Analysis, Feasibility Studies, Data Ethics, Brainstorming, AI Product Strategy, Generative AI Agents, Business Priorities, Artificial Intelligence, Hybrid Cloud Computing, Business Leadership, Goal Setting, Business Solutions, Cloud Computing Architecture, Strategic Leadership, Compliance Management, Governance
Intermediate · Specialization · 1 - 3 Months
Macquarie University
Skills you'll gain: Microsoft Excel, Dashboard, Excel Formulas, Spreadsheet Software, Data Visualization, Excel Macros, Data Validation, Data Cleansing, Data Analysis Expressions (DAX), Data Modeling, Financial Forecasting, Data Management, Business Intelligence Software, Consolidation, Data Integrity, Data Entry, Business Reporting, Productivity Software, Financial Modeling, Loans
Beginner · Specialization · 3 - 6 Months

Emory University
Skills you'll gain: AI Personalization, Generative AI, Marketing Automation, Customer Retention, Personalized Service, Marketing Operations, Marketing Analytics, Data-Driven Decision-Making, Customer Analysis, Customer Insights, Marketing Strategies, Marketing, Marketing Effectiveness, Responsible AI, Customer experience improvement, Self Service Technologies, Customer Engagement, Business Marketing, Customer Acquisition Management, Artificial Intelligence
Beginner · Specialization · 3 - 6 Months

Rice University
Skills you'll gain: Capital Budgeting, Cash Flows, Finance, Financial Analysis, Business Valuation, Return On Investment, Financial Management, Corporate Finance, Case Studies, Investment Management, Financial Modeling, Financial Statements, Risk Analysis, Financial Accounting
Beginner · Course · 1 - 3 Months

Skills you'll gain: CI/CD, Infrastructure as Code (IaC), Continuous Integration, Devops Tools, Docker (Software), Microsoft Azure, DevOps, Application Deployment, GitHub, Continuous Deployment, Containerization, Git (Version Control System), YAML, Performance Tuning, Application Servers, Secure Coding, Cloud Computing
Intermediate · Course · 1 - 3 Months