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.

Duke University
Skills you'll gain: Containerization, CI/CD, Docker (Software), DevOps, Jenkins, Rust (Programming Language), Prometheus (Software), System Monitoring, JSON, Command-Line Interface, Shell Script, Automation, System Programming, Software Testing, GitHub
Intermediate · Course · 1 - 4 Weeks

AI Business School
Skills you'll gain: Prompt Engineering, AI Personalization, Generative AI, Responsible AI, Risk Management, HR Tech, ChatGPT, Generative AI Agents, Risk Analysis, Job Analysis, Human Resources, Human Resource Strategy, Large Language Modeling, Brainstorming, Productivity, Artificial Intelligence, LLM Application, Innovation, Ideation, Feasibility Studies
Beginner · Specialization · 1 - 3 Months

Packt
Skills you'll gain: Alteryx, Spatial Analysis, Data Cleansing, Data Import/Export, Data Manipulation, Geographic Information Systems, Data Wrangling, Data Processing, Data Integration, Data Transformation, Data Presentation, Spreadsheet Software, Data Mapping, Data Analysis, Microsoft Excel, Data Visualization Software, Excel Formulas
Beginner · Course · 3 - 6 Months

University of Colorado Boulder
Skills you'll gain: Caregiving, Sociology, Long Term Care, Dignity in Care, Home Health Care, Care Management, Health Care, Surveys, Social Sciences, Social Justice, Culture, Socioeconomics, Supply And Demand, Cultural Diversity, Economics, Policy, and Social Studies, Healthcare Ethics, Discussion Facilitation, Media and Communications, Community and Social Work, Stress Management
Beginner · Specialization · 3 - 6 Months

AI Business School
Skills you'll gain: Prompt Engineering, Agentic systems, Generative AI, No-Code Development, AI Personalization, Responsible AI, Generative AI Agents, Productivity, Business Risk Management, Marketing Automation, Marketing Operations, Project Design, Persona Development, Workflow Management, Marketing, LLM Application, Digital Transformation, Artificial Intelligence, Ideation, Innovation
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: API Design, Restful API, Application Programming Interface (API), Data Mapping, Application Deployment, Scripting, Salesforce, Robotic Process Automation, Business Process Automation, Software Testing, Development Testing, Data Integration, Unit Testing, Cloud API, Middleware, Cloud-Based Integration, Application Performance Management, Architectural Design, Artificial Intelligence, Artificial Intelligence and Machine Learning (AI/ML)
Intermediate · Course · 3 - 6 Months

Google Cloud
Skills you'll gain: Responsible AI, Information Privacy, Generative AI, Data Ethics, Google Cloud Platform, Personally Identifiable Information, Artificial Intelligence, Data Security, Cloud Security, Artificial Intelligence and Machine Learning (AI/ML), Safety and Security, Machine Learning, Data Governance, Machine Learning Methods, Encryption, Data Quality, Data Validation
Intermediate · Specialization · 3 - 6 Months

L&T EduTech
Skills you'll gain: Construction, Construction Engineering, Building Codes, Construction Management, Building Information Modeling, Construction Estimating, Cost Estimation, Structural Engineering, Commercial Construction, Blueprint Reading, Architectural Drawing, Engineering Drawings, Civil and Architectural Engineering, Construction Inspection, Safety Standards, Technical Drawing, Civil Engineering, Visualization (Computer Graphics), Failure Analysis, Safety Assurance
Advanced · Specialization · 1 - 3 Months

KodeKloud
Skills you'll gain: Jenkins, CI/CD, Continuous Integration, Systems Administration, Command-Line Interface, Devops Tools, Continuous Delivery, Software Development, Continuous Deployment, DevOps, Software Development Tools, Build Tools, Software Configuration Management, Software Installation, Application Deployment, User Accounts, Configuration Management
Beginner · Course · 1 - 3 Months

AI CERTs
Skills you'll gain: Generative AI Agents, Generative AI, Health Informatics, Nurse Education, Clinical Informatics, Clinical Data Management, Healthcare Ethics, Nursing Process, Responsible AI, Nursing, Patient-centered Care, Nursing Practices, Health Care, Artificial Intelligence, Healthcare Industry Knowledge, Artificial Intelligence and Machine Learning (AI/ML), Basic Patient Care, Business Acumen, Physiology, Business
Intermediate · Course · 1 - 3 Months

Coursera
Skills you'll gain: Generative AI, Responsible AI, Data Ethics, Data Quality, Data Strategy, Applied Machine Learning, Predictive Modeling, Exploratory Data Analysis, Machine Learning, Machine Learning Methods
Intermediate · Course · 1 - 4 Weeks

University of Illinois Urbana-Champaign
Skills you'll gain: Intellectual Property, Healthcare Ethics, Clinical Research Ethics, Criminal Investigation and Forensics, Informed Consent, Medical Privacy, Law, Regulation, and Compliance, Information Privacy, Legal Research, Legal Proceedings, Personal Injury Law, Case Law, Biotechnology, Health Insurance Portability And Accountability Act (HIPAA) Compliance
Beginner · Course · 1 - 3 Months