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.

Rutgers the State University of New Jersey
Skills you'll gain: Market Analysis, Supplier Risk Management, Supply Management, Supplier Management, Competitive Analysis, Strategic Sourcing, Supply Chain, Financial Analysis, Procurement, Market Dynamics, Supply Chain Management, Product Flow Diagram, Financial Statement Analysis, Market Opportunities, Risk Analysis, Market Share, Target Market, Financial Data, Competitive Intelligence, Financial Statements
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Code Reusability, Computational Logic, Scripting Languages, Functional Design, Computer Programming
Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Community Outreach, Social Justice, Discussion Facilitation, Community Organizing, Diversity Awareness, Advocacy, Social Impact, Oral Expression, Community Development, Cultural Responsiveness, Diversity Training, Interviewing Skills, Intercultural Competence, Cultural Sensitivity, Cultural Diversity, Interpersonal Communications, Sociology, Diversity Equity and Inclusion Initiatives, Social Studies, Storytelling
Beginner · Specialization · 1 - 3 Months

AI CERTs
Skills you'll gain: Prompt Engineering Tools, Prompt Patterns, Vibe coding, Data Ethics, AI Workflows, Generative AI Agents, AI Integrations, AI Personalization, Artificial Intelligence, Debugging, Ideation, Problem Solving, Automation, Code Review, Ethical Standards And Conduct, Computer Programming Tools, Productivity
Beginner · Course · 1 - 3 Months

Skills you'll gain: Azure Active Directory, Role-Based Access Control (RBAC), Microsoft Azure, Single Sign-On (SSO), Active Directory, Cloud Management, Identity and Access Management, Authorization (Computing), Authentications, Multi-Tenant Cloud Environments, Multi-Factor Authentication, Data Governance, Cloud Services, User Accounts, Security Controls, Self Service Technologies
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Matplotlib, Data Storytelling, Data Presentation, Data Visualization, Plot (Graphics), Scientific Visualization, Data Visualization Software, Software Installation
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Apache Kafka, Apache Hadoop, Apache Spark, Real Time Data, Scala Programming, Data Integration, Command-Line Interface, AWS Kinesis, Apache Hive, Big Data, Applied Machine Learning, Data Processing, Systems Design, System Design and Implementation, Apache Cassandra, Data Pipelines, Java, Distributed Computing, Query Languages, IntelliJ IDEA
Intermediate · Specialization · 3 - 6 Months

University of Colorado System
Skills you'll gain: Predictive Modeling, Clinical Data Management, Clinical Informatics, Clinical Research, Intensive Care Unit, Risk Modeling, Predictive Analytics, Clinical Practices, Decision Support Systems, Applied Machine Learning, Model Training, Health Informatics, Intensive Care Medicine, Model Evaluation, Qualitative Research, Data Analysis, Model Deployment, Data Collection
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Diversity and Inclusion, Workplace inclusivity, Diversity Awareness, Cultural Diversity, Empathy, Law, Regulation, and Compliance, Legal Risk, Advocacy, Labor Law, Professionalism, Conflict Management, Corrective and Preventive Action (CAPA), Accountability
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: C++ (Programming Language), Object Oriented Programming (OOP), Object Oriented Design, C and C++, File I/O, Computer Programming, Microsoft Visual Studio, Computer Programming Tools, Integrated Development Environments, System Programming, Programming Principles, Apple Xcode, Development Environment, Algorithms, File Systems, Software Design Patterns, Data Structures, Performance Tuning, Debugging, File Management
Intermediate · Specialization · 3 - 6 Months

University of Minnesota
Skills you'll gain: Payment Systems, Medical Devices, Healthcare Industry Knowledge, Medical Equipment and Technology, Cost Benefit Analysis, Financial Systems, Biomedical Technology, Clinical Trials, Health Technology, Program Evaluation, Pharmaceuticals, Health Policy, Risk Analysis, Health Care Procedure and Regulation, Claims Processing, Health Systems, Regulatory Affairs, Stakeholder Analysis, Probability & Statistics
Beginner · Course · 1 - 4 Weeks

New York University
Skills you'll gain: Case Law, Environmental Issue, Legal Proceedings, Legal Strategy, Social Justice, Environmental Policy, Lawsuits, Litigation and Civil Justice, Sustainable Development, Environmental Laws, Climate Change Adaptation, Advocacy, Social Impact, Climate Change Mitigation
Beginner · Course · 1 - 4 Weeks