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 California, Santa Cruz
Skills you'll gain: Systems Design, Model Based Systems Engineering, Simulation and Simulation Software, Cyber Engineering, Mathematical Modeling, Simulations, Network Model, Systems Analysis, Computational Logic, Data Mapping, Differential Equations
★ 4.6 (56) · Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Retrieval-Augmented Generation, Vector Databases, Embeddings, Development Environment, OpenAI API, AI Integrations, Large Language Modeling, Database Management Systems, Databases, OpenAI, Artificial Intelligence, System Configuration
★ 4.7 (64) · Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Kaizen Methodology, Process Improvement, Software Quality Assurance, Quality Improvement, Change Management, Organizational Change, Continuous Improvement Process, Lean Manufacturing, Lean Methodologies, Quality Assurance, Waste Minimization, Issue Tracking, Process Development, Organizational Skills, Application Lifecycle Management, Collaborative Software, Employee Engagement
★ 5 (12) · Mixed · Course · 1 - 4 Weeks

University of Pennsylvania
Skills you'll gain: Health Systems, Primary Care, Health Care Administration, Health Care, Health Administration, Health Care Procedure and Regulation, Health Policy, Healthcare Industry Knowledge, Health Disparities, Health Equity, Systems Thinking, Public Health, Governance, Organizational Strategy
★ 4.6 (144) · Beginner · Course · 1 - 4 Weeks

École normale supérieure
Skills you'll gain: Theoretical Computer Science, Combinatorics, Algorithms, Operations Research, Graph Theory, Applied Mathematics, Model Optimization, Advanced Mathematics, Linear Algebra, Mathematical Modeling, Network Model, Probability, Probability & Statistics
★ 4.8 (46) · Mixed · Course · 1 - 4 Weeks

Case Western Reserve University
Skills you'll gain: Philanthropy, Entrepreneurship, Entrepreneurial Finance, Innovation, New Business Development, Community Development, Economic Development, Commercialization, Mentorship, Case Studies, Public Policies, Resource Allocation, Program Evaluation
★ 4.5 (128) · Mixed · Course · 1 - 3 Months

École Nationale des Ponts et Chaussées
Skills you'll gain: Sustainable Development, Energy and Utilities, Sustainable Technologies, Sustainable Business, Market Dynamics, Sustainable Engineering, Socioeconomics, Transportation Operations, Economic Development, Social Impact, Environmental Policy, Electrical Systems, Market Analysis, Social Justice, Cost Benefit Analysis, Electric Power Systems, Economics, Climate Change Mitigation, Policy Analysis, Automation
★ 4.7 (110) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Unix Commands, Unix Shell, Unix, Command-Line Interface, Shell Script, grep, File Systems, Data Pipelines, File Management, Dataflow, Authorization (Computing)
★ 5 (12) · Beginner · Course · 1 - 4 Weeks

University of London
Skills you'll gain: Social Justice, Community Development, Conflict Management, Sustainable Development, Social and Human Services, Social Impact, International Relations, Social Work, Sociology, Advocacy, Creativity, Law, Regulation, and Compliance, Storytelling, Peer Review
★ 4.8 (92) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Pain Management, Wound Care, Blood Collection, Vital Signs, Patient-centered Care, Health Assessment, Infection Control, Clinical Nursing, Patient Treatment, Patient Evaluation, Emergency Nursing, Patient Safety, Health Care, Healthcare Ethics, Patient Positioning, Patient Education And Counseling, Medical Surgical Nursing, Nursing, Healthcare Industry Knowledge, Clinical Nutrition
★ 4.8 (33) · Beginner · Specialization · 3 - 6 Months

AI CERTs
Skills you'll gain: Supply Chain, Supply Chain Management, Inventory Management System, Supply Chain Planning, Inventory Management, Demand Planning, Inventory Control, Supply Management, Customer Demand Planning, Forecasting, Logistics, Supplier Management, Logistics Management, AI Enablement, Supplier Relationship Management, Risking, Artificial Intelligence, Business Risk Management, Artificial Intelligence and Machine Learning (AI/ML), Generative AI Agents
★ 3.3 (6) · Intermediate · Course · 1 - 3 Months

University of Maryland, College Park
Skills you'll gain: Customer Retention, Loyalty Programs, Marketing Budgets, Brand Loyalty, Customer Acquisition Management, Competitive Analysis, Customer Analysis, Customer Relationship Management, Customer Insights, Data-Driven Marketing, Customer Relationship Building, Marketing Channel, Customer Data Management, Marketing Analytics, Online Advertising, Customer Engagement, Marketing Effectiveness, AI Personalization, Data Ethics, Digital Marketing
★ 4.6 (56) · Intermediate · Specialization · 1 - 3 Months