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.

University of Colorado Boulder
Skills you'll gain: Vision Transformer (ViT), Recurrent Neural Networks (RNNs), Generative Model Architectures, Embeddings, Digital Signal Processing, Transfer Learning, Machine Learning Methods, Classification Algorithms, Supervised Learning
★ 4.3 (36) · Advanced · Course · 1 - 4 Weeks

Skills you'll gain: Git (Version Control System), Version Control, Prompt Engineering, Prompt Engineering Tools, .NET Framework, Prompt Patterns, Microsoft Visual Studio, Microsoft Development Tools, ASP.NET, Development Environment, Software Documentation, Secure Coding, Integrated Development Environments, C# (Programming Language), Unit Testing, LLM Application, Large Language Modeling, Application Design, Design Software, Data Security
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Education Software and Technology, Google Workspace, Digital pedagogy
★ 4.8 (242) · Beginner · Guided Project · Less Than 2 Hours

Skills you'll gain: Prompt Engineering, GitHub Copilot, Git (Version Control System), GitHub, Version Control, CI/CD, Infrastructure as Code (IaC), Continuous Integration, Devops Tools, Software Versioning, Microsoft Azure, DevOps, Docker (Software), Software Development Tools, Application Deployment, ChatGPT, Software Installation, Continuous Deployment, Containerization, Amazon Web Services
★ 4.5 (37) · Intermediate · Specialization · 3 - 6 Months

Columbia University
Skills you'll gain: Literacy, Time Management, Learning Strategies, Productivity, Student Support and Services, Writing, Growth Mindedness, Higher Education, Organizational Skills, Prioritization, Collaboration, Overcoming Obstacles, Resourcefulness, Adaptability
Beginner · Course · 1 - 3 Months

The Open University
Skills you'll gain: Sustainable Business, Ideation, Systems Thinking, Sustainable Development, Creative Thinking, Corporate Sustainability, Brainstorming, Experimentation, Sustainable Systems, Creative Problem-Solving, Stakeholder Engagement, Business Modeling, Environmental Social And Corporate Governance (ESG), Stakeholder Analysis, Critical Thinking, Innovation, Cognitive flexibility, Creativity, Business Systems Analysis, Problem Solving
★ 4.5 (10) · Intermediate · Specialization · 3 - 6 Months
Duke University
Skills you'll gain: Pandas (Python Package), Bash (Scripting Language), Version Control, Jupyter, Linux Commands, Git (Version Control System), Shell Script, Linux, Web Scraping, Linux Administration, Data Manipulation, MySQL, Microservices, AWS SageMaker, SQL, JSON, Command-Line Interface, Python Programming, Big Data, Data Science
★ 4.5 (485) · Beginner · Specialization · 3 - 6 Months

Google Cloud
Skills you'll gain: Google Gemini, Gemini, Google Cloud Platform, Generative AI, Prompt Engineering, Virtual Networking, Network Planning And Design, AI Enablement, Network Engineering, Network Architecture
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data Pipelines, Data Maintenance, Dataflow, Data Storage, Data Processing, Data Store, Google Cloud Platform, Cloud Storage, Data Analysis, Data Infrastructure, Data Architecture, Data Lakes, Data Warehousing, Data Preprocessing, Automation
★ 4.6 (1K) · Advanced · Course · 1 - 3 Months

Skills you'll gain: Cryptography, Data Security, Encryption, Authorization (Computing), General Data Protection Regulation (GDPR), Cryptographic Protocols, Public Key Infrastructure, Authentications, Key Management, Identity and Access Management, Web Development, Application Security, Web Applications, Data Integrity, Multi-Factor Authentication, Security Strategy
★ 4.6 (7) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Multimodal Prompts, Vision Transformer (ViT), Generative Model Architectures, Model Optimization, MLOps (Machine Learning Operations), Generative AI, AI Integrations, Large Language Modeling, Model Deployment, Tensorflow, PyTorch (Machine Learning Library), Embeddings, Retrieval-Augmented Generation, Image Analysis, Deep Learning, Applied Machine Learning, Computer Vision, Natural Language Processing, Machine Learning
Intermediate · Course · 1 - 4 Weeks

Intermediate · Course · 1 - 3 Months