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: Machine Learning Methods, Artificial Intelligence and Machine Learning (AI/ML), Precision Medicine, Machine Learning Software, Generative AI, Machine Learning, Artificial Intelligence, Machine Learning Algorithms, AI Product Strategy, Energy and Utilities, Image Analysis, Technical Design, Deep Learning, Computer Vision, Medical Imaging, Statistical Machine Learning, Reinforcement Learning, Electric Power Systems, Bioinformatics, Data-Driven Decision-Making
Intermediate · Specialization · 1 - 3 Months

Vanderbilt University
Skills you'll gain: Prompt Engineering, ChatGPT, Prompt Patterns, Generative AI, Legal Technology, LLM Application, Productivity, OpenAI, AI Personalization, Legal Strategy, Personalized Service, Large Language Modeling, Artificial Intelligence, Responsible AI, Legal Research, Data Ethics, Artificial Intelligence and Machine Learning (AI/ML), Expense Management, Creative Thinking, Productivity Software
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Responsible AI, Generative AI, Artificial Intelligence, Financial Forecasting, Analytical Skills, Artificial Intelligence and Machine Learning (AI/ML), Business Ethics, Digital Transformation, Data-Driven Decision-Making, Innovation, Content Creation
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Prompt Engineering, Prompt Patterns, Generative AI, Responsible AI, ChatGPT, Project Management, LLM Application, Project Management Life Cycle, Data Ethics, AI Product Strategy, Work Breakdown Structure, Team Oriented, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Project Documentation, Deep Learning, Image Quality, Business Ethics, Machine Learning
Intermediate · Specialization · 1 - 3 Months

Rice University
Skills you'll gain: Presentations, Technical Communication, Verbal Communication Skills, Executive Presence, Public Speaking, Engineering Documentation, Business Communication, Concision, Crisis Management, Scientific Visualization, Persuasive Communication, Interpersonal Communications, Communication, Meeting Facilitation, Electronic Media, Communication Strategies, Intercultural Competence, Report Writing, Writing, Technical Documentation
Beginner · Specialization · 3 - 6 Months

Imperial College London
Skills you'll gain: Programming Principles, Program Development, Microsoft Visual Studio, Computer Programming, Integrated Development Environments, Python Programming, Debugging, Development Environment, Data Structures
Beginner · Course · 1 - 4 Weeks

The State University of New York
Skills you'll gain: Lifelong Learning, Growth Mindedness, Personal Development, Critical Thinking, Emerging Technologies, Professional Development, Data Ethics, Computer Literacy, Education Software and Technology, Computer Security Awareness Training, Technology Solutions, Creativity, Digital Communications, Web Content Accessibility Guidelines, Collaboration, Communication
Beginner · Course · 1 - 3 Months

Skills you'll gain: Descriptive Statistics, Statistical Analysis, Data Analysis, Probability Distribution, Statistics, Data Visualization, Statistical Methods, Statistical Hypothesis Testing, Regression Analysis, Probability & Statistics, Scientific Visualization, Data Science, Matplotlib, Exploratory Data Analysis, Probability, Correlation Analysis, Pandas (Python Package), Jupyter
Mixed · Course · 1 - 3 Months

Skills you'll gain: PyTorch (Machine Learning Library), Computer Vision, NumPy, Matplotlib, Deep Learning, Pandas (Python Package), Image Analysis, Python Programming, Artificial Neural Networks, Data Manipulation
Intermediate · Course · 1 - 3 Months

Vanderbilt University
Skills you'll gain: Generative AI, Innovation, Curriculum Development, Enterprise Architecture, Responsible AI, Data Ethics, Artificial Intelligence, Automation, Workforce Development, Education Software and Technology, Business Strategies, Emerging Technologies
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Pivot Tables And Charts, Spreadsheet Software, Microsoft Excel, Data Visualization Software, Google Sheets
Beginner · Guided Project · Less Than 2 Hours

Vanderbilt University
Skills you'll gain: Prompt Engineering, ChatGPT, Prompt Patterns, LLM Application, Productivity, OpenAI, Generative AI, Artificial Intelligence, Large Language Modeling, Artificial Intelligence and Machine Learning (AI/ML), Creative Thinking, Creative Problem-Solving, Problem Solving
Beginner · Course · 1 - 3 Months