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.

The Hong Kong University of Science and Technology
Skills you'll gain: Statistical Inference, Statistical Methods, Pandas (Python Package), Probability & Statistics, Risk Analysis, Financial Trading, Financial Data, Data Manipulation, Statistical Analysis, Regression Analysis, Financial Analysis, Jupyter, Probability Distribution, Python Programming, Data Visualization
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Excel Formulas, Microsoft Excel, Data Cleansing, Data Analysis, Data Import/Export, Spreadsheet Software, Data Wrangling, Data Quality, Pivot Tables And Charts, Google Sheets, Data Manipulation, Data Science, Data Integrity, Information Privacy
Beginner · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Probability, Probability & Statistics, Probability Distribution, Bayesian Statistics, Data Analysis, Descriptive Statistics, Statistical Inference, Statistical Analysis, Artificial Intelligence
Build toward a degree
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Innovation, Lesson Planning, Education Software and Technology, Learning Management Systems, Instructional Strategies, Teamwork, Collaboration, Classroom Management, Virtual Environment, Curriculum Planning, Creative Problem-Solving, Stress Management, Technology Strategies, Digital Transformation, Emerging Technologies, Instructional Design, Motivational Skills, Organizational Skills, Communication, Artificial Intelligence
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: AutoCAD, Architectural Drawing, Drafting and Engineering Design, Blueprint Reading, Blueprinting, Technical Drawing, Computer-Aided Design
Beginner · Guided Project · Less Than 2 Hours
Skills you'll gain: Patient Communication, Nursing Care, Nursing Basics, Patient Education And Counseling, Nursing Process, Clinical Assessment, Health Assessment, Patient Safety, Care Management, Direct Patient Care, Nursing Practices, Clinical Practices, Patient-centered Care, Communication, Infection Control, Prioritization, Collaboration, Project Documentation
Beginner · Course · 1 - 4 Weeks
Stanford University
Skills you'll gain: Bayesian Network, Applied Machine Learning, Machine Learning Algorithms, Markov Model, Machine Learning, Statistical Modeling, Unstructured Data, Statistical Methods, Probability & Statistics, Algorithms, Test Data
Advanced · Course · 1 - 3 Months

Knowledge Accelerators
Skills you'll gain: Microsoft 365, Project Management, Project Coordination, Project Planning, Leadership and Management, Project Management Software, Calendar Management, Project Implementation, Collaborative Software, Workflow Management, Productivity, Productivity Software, Data Management, Business Software
Beginner · Course · 1 - 3 Months

Skills you'll gain: Education Software and Technology, Virtual Environment, Stress Management, Instructional Design, Organizational Skills, Communication, Collaboration, Driving engagement, Relationship Building, Emotional Intelligence
Beginner · Course · 1 - 4 Weeks

Yale University
Skills you'll gain: Health Disparities, Motivational Interviewing, Substance Abuse, Patient-centered Care, Medication Therapy Management, Mental and Behavioral Health, Social Determinants Of Health, Patient Education And Counseling, Psychiatry, Pharmacotherapy, Psychotherapy, Treatment Planning, Health Policy, Care Coordination, Clinical Assessment
Beginner · Course · 1 - 3 Months

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

Macquarie University
Skills you'll gain: Data Ethics, Responsible AI, Computational Thinking, Design Thinking, Ideation, Artificial Intelligence, Education Software and Technology, Creativity, Ethical Standards And Conduct, Artificial Intelligence and Machine Learning (AI/ML), Data Literacy, Data-Driven Decision-Making, Machine Learning, Data Quality, Analysis, Data Processing, Computer Science, Computer Programming, Algorithms
Beginner · Course · 1 - 3 Months