Courses in Math for Machine Learning can help you learn linear algebra, calculus, probability, and statistics. You can build skills in data analysis, model evaluation, and algorithm optimization. Many courses introduce tools like Python libraries such as NumPy and SciPy, that support implementing mathematical concepts in AI and artificial intelligence projects. You'll also explore techniques like gradient descent and matrix factorization, which are crucial for developing effective machine learning models.

Rice University
Skills you'll gain: Oral Expression, Presentations, Technical Communication, Verbal Communication Skills, Public Speaking, Infographics, Interactive Data Visualization, Persuasive Communication, Communication Strategies, Communication, Verbal Strategic Communication, Non-Verbal Communication, Graphic and Visual Design, Stress Management
Mixed · Course · 1 - 3 Months

Pragmatic AI Labs
Skills you'll gain: Claude Code, Infrastructure as Code (IaC), CI/CD, Bash (Scripting Language), PostgreSQL, Redis, Google Cloud Platform, Ubuntu, Agile Project Management, Continuous Integration, Prometheus (Software), Object Oriented Design, Data Pipelines, Linux Commands, SQL, Web Development Tools, Extract, Transform, Load, Amazon S3, Computational Logic, Software Development
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Dashboard, Pivot Tables And Charts, Dashboard Creation, Excel Formulas, Statistical Analysis, Microsoft Excel, Excel Macros, Data Visualization, Performance Analysis, Key Performance Indicators (KPIs), Spreadsheet Software, People Analytics, Data Presentation, Human Resource Strategy, Business Analytics, Performance Measurement, Financial Analysis, Interactive Data Visualization, Trend Analysis, Human Resources
Beginner · Specialization · 3 - 6 Months

University of London
Skills you'll gain: Professional Networking, Professional Development, Professionalism, Resource Allocation, Time Management, Prioritization, Rapport Building, Verbal Communication Skills, Stakeholder Engagement, Interpersonal Communications, Communication, Stakeholder Management, Stakeholder Communications, Delegation Skills, Communication Strategies, Non-Verbal Communication, Management Training And Development, Relationship Building, Business Relationship Management, Leadership
Mixed · Course · 1 - 4 Weeks

AI CERTs
Skills you'll gain: Clinical Informatics, Clinical Practices, AI Enablement, Health Care Procedure and Regulation, Healthcare Industry Knowledge, Health Care, Artificial Intelligence, Data-Driven Decision-Making, AI Workflows, Artificial Intelligence and Machine Learning (AI/ML), Health Administration, Generative AI Agents, Predictive Analytics
Intermediate · Course · 1 - 3 Months

Fractal Analytics
Skills you'll gain: Generative AI, Generative AI Agents, Retrieval-Augmented Generation, Enterprise Architecture, Metadata Management, Data Science, Machine Learning
Intermediate · Course · 1 - 4 Weeks

STARWEAVER
Skills you'll gain: Prompt Engineering, AI powered creativity, Large Language Modeling, Prompt Patterns, LLM Application, Content Optimization, Responsible AI, Content Creation, Generative AI, Keyword Research, AI Workflows, AI literacy, Writing and Editing, Search Engine Optimization, Content Development and Management, Content Strategy, Digital Publishing, Editing, Artificial Intelligence, Content Management
Intermediate · Course · 1 - 4 Weeks

AI CERTs
Skills you'll gain: Business Strategy, Business Strategies, Leadership Development, Law, Regulation, and Compliance, Case Studies, Operational Efficiency, Identity and Access Management, Data Integrity
Beginner · Course · 1 - 3 Months

Duke University
Skills you'll gain: Pandas (Python Package), Data Cleansing, Data Manipulation, Data Preprocessing, Data Wrangling, NumPy, File I/O, Query Languages, Data Transformation, Data Integration, Python Programming, Data Analysis, Debugging
Beginner · Course · 1 - 4 Weeks

AI CERTs
Beginner · Course · 1 - 3 Months

SkillsBooster Academy
Skills you'll gain: Prompt Engineering, Data Storytelling, Prompt Patterns, AI Orchestration, Data Presentation, Microsoft Excel, Predictive Analytics, Data-Driven Decision-Making, Financial Forecasting, AI Workflows, Microsoft Copilot, Artificial Intelligence, Excel Formulas, Workflow Management, Data Manipulation, Business, Generative AI, Microsoft 365, Data Management, Interactive Learning
Beginner · Course · 1 - 3 Months

Skills you'll gain: Descriptive Statistics, Probability & Statistics, Statistical Hypothesis Testing, Regression Analysis, Statistics, Predictive Modeling, Statistical Programming, Statistical Analysis, Statistical Methods, Data Science, Data Analysis, Statistical Modeling, Histogram, Statistical Visualization, Pandas (Python Package), NumPy, Statistical Inference, Predictive Analytics, Probability, Model Evaluation
Mixed · Course · 1 - 4 Weeks