Courses in Math for Machine Learning often teach linear algebra, calculus, probability, and statistics, providing a solid foundation for understanding algorithms. You can build skills in optimization techniques, data analysis, and model evaluation, which are crucial for effective machine learning applications. Many courses introduce tools like Python libraries such as NumPy and TensorFlow, which help you implement mathematical concepts in AI projects and enhance your ability to work with data-driven models.

Skills you'll gain: Image Analysis, Image Quality, Matlab, Computer Vision, File I/O, Traffic Flow Optimization, Automation, Digital Signal Processing, Anomaly Detection, Spatial Data Analysis, Geospatial Information and Technology, Medical Imaging, Spatial Analysis, Data Preprocessing, 3D Modeling, Quantitative Research, Algorithms
Beginner · Specialization · 1 - 3 Months

Coursera
Skills you'll gain: Competitive Analysis, Market Research, Market Analysis, Responsible AI, Generative AI, Customer Insights, Market Trend, Persona Development, Trend Analysis, Analytics, Data Analysis, Data-Driven Decision-Making, Business Ethics
Intermediate · Course · 1 - 4 Weeks

University of California, Santa Cruz
Skills you'll gain: C++ (Programming Language), Software Design Patterns, Object Oriented Programming (OOP), C (Programming Language), Debugging, Algorithms, Graph Theory, Artificial Intelligence, Data Structures, Game Design
Intermediate · Course · 1 - 3 Months

Beginner · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: Data Migration, Database Administration, Google Cloud Platform, Database Design, Cloud Engineering, Database Management, Cloud Deployment, Operational Databases, Database Architecture and Administration, Databases, NoSQL, Scalability, Disaster Recovery
Advanced · Course · 1 - 3 Months

Skills you'll gain: PostgreSQL, Database Administration, Relational Databases, Database Design, Database Management, Database Architecture and Administration, SQL, Stored Procedure, Databases, Transaction Processing, Data Manipulation, Query Languages
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Fraud detection, Generative AI, Responsible AI, Regulatory Requirements, Compliance Management, Governance, Business Risk Management, Risk Management, Data Ethics, Anomaly Detection, Artificial Intelligence, AI Enablement, Forecasting
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Dashboard, Web Scraping, SQL, Descriptive Statistics, Data Visualization, Pandas (Python Package), Data Presentation, Statistical Analysis, Jupyter, Data Analysis, Statistical Hypothesis Testing, Statistics, Statistical Methods, Databases, Data Science, Relational Databases, Programming Principles, IBM Cloud, Python Programming, Data Visualization Software
Build toward a degree
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Application Lifecycle Management, Azure DevOps, CI/CD, Continuous Delivery, Continuous Integration, DevOps, Data Validation, Data Governance, Data Quality, Test Automation, Extract, Transform, Load, Data Pipelines, Scalability, SQL
Advanced · Course · 1 - 4 Weeks
Skills you'll gain: Angular, Test Driven Development (TDD), Web Components, HTML and CSS, Web Development, Software Testing, Cascading Style Sheets (CSS), Front-End Web Development, Development Environment, UI Components, Javascript, Data Persistence, Event-Driven Programming, Data Management, Command-Line Interface
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: PyTorch (Machine Learning Library), Natural Language Processing, Large Language Modeling, Generative AI, Embeddings, Recurrent Neural Networks (RNNs), Text Mining, Model Evaluation, Deep Learning, Feature Engineering
Intermediate · Course · 1 - 4 Weeks

AI Business School
Skills you'll gain: Agentic Workflows, Prompt Engineering, AI Workflows, Generative AI Agents, Generative AI, Productivity, AI Personalization, Workflow Management, No-Code Development, Responsible AI, Risk Management, AI Orchestration, Large Language Modeling, AI Enablement, Self Service Technologies, ChatGPT, Training Programs, LLM Application, Artificial Intelligence, Innovation
Beginner · Specialization · 1 - 3 Months