Applied Machine Learning courses can help you learn data preprocessing, model selection, feature engineering, and evaluation metrics. You can build skills in implementing algorithms, optimizing performance, and interpreting results in practical contexts. Many courses introduce tools like Python, TensorFlow, and scikit-learn, that support developing machine learning models and applying AI techniques to solve real-world problems.

Duke University
Skills you'll gain: Python Programming, Simulations, Debugging, Statistical Methods, Pandas (Python Package), Program Development, Test Case, Data Science, Development Testing, Software Design, Computational Thinking, Sampling (Statistics), Data Manipulation, Programming Principles, Data Literacy, Software Development
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Presentations, Proposal Development, Proposal Writing, Value Propositions, Sales Presentations, Solution Sales Engineering, Collaborative Software, Collaboration, Meeting Facilitation, Discussion Facilitation, Drive Engagement
Beginner · Guided Project · Less Than 2 Hours

Skills you'll gain: LLM Application, Kubernetes, Systems Architecture, Large Language Modeling, Data Pipelines, Software Architecture, Software Design, Model Deployment, Application Deployment, Microservices, Apache Airflow, Containerization, Infrastructure Architecture, Cloud-Native Computing, Scalability, AWS CloudFormation, Managed Services, Azure DevOps, Open Source Technology, Diagram Design
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Vibe coding, Responsible AI, Prompt Engineering, Prompt Patterns, Software Engineering, Integrated Development Environments, AI Workflows, Software Development, Application Development, Web Applications, UI Components, AI Enablement, Software Design, Code Review, Front-End Web Development, Development Testing, Web Development, Software Testing, Secure Coding, User Interface (UI) Design
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Cloud Hosting, Load Balancing, Google Cloud Platform, Cloud Applications, Cloud Deployment, Cloud-Native Computing, Infrastructure As A Service (IaaS), Application Deployment, Cloud Infrastructure, Virtual Machines, Web Servers, Servers
Beginner · Project · Less Than 2 Hours

Google Cloud
Skills you'll gain: Prompt Engineering, Generative AI Agents, Google Gemini, Responsible AI, AI Security, Generative AI, Gemini, Google Workspace, Generative Model Architectures, Prompt Patterns, Retrieval-Augmented Generation, Google Cloud Platform, Large Language Modeling, AI Product Strategy, Agentic Workflows, AI Enablement, Agentic systems, Cloud Computing, Artificial Intelligence, Collaboration
Beginner · Specialization · 3 - 6 Months

University of Colorado System
Skills you'll gain: Scrum (Software Development), Scaled Agile Framework, Agile Methodology, Systems Engineering, Risk Management, Lean Methodologies, Agile Software Development, Sprint Retrospectives, Agile Project Management, Team Building, Systems Development, Systems Development Life Cycle, Waterfall Methodology, Sprint Planning, Backlogs, Software Development Life Cycle
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Event-Driven Programming, Embedded Systems, Embedded Software, Interactive Design, Prototyping, Internet Of Things, System Design and Implementation, Peripheral Devices, Programming Principles, Simulations, Python Programming, Computational Logic, Computer Programming
Beginner · Course · 1 - 3 Months

Skills you'll gain: AI Personalization, GitHub Copilot, AI Integrations, Experience Design, Web Design and Development, User Experience Design, Human Computer Interaction, Software Architecture, User Interface and User Experience (UI/UX) Design, Artificial Intelligence and Machine Learning (AI/ML), Web Design, Artificial Intelligence, Software Testing, AI Security, Web Development, Web Applications, Design, Agentic systems, Software Development Tools, Machine Learning
Intermediate · Course · 1 - 3 Months

University of Pittsburgh
Skills you'll gain: Cloud Computing, Cloud Deployment, Cloud Technologies, Cloud Services, Virtualization and Virtual Machines, Cloud Computing Architecture, Cloud Infrastructure, Virtualization, Cloud Platforms, NoSQL, Cloud Storage, Database Design, Database Management, Data Warehousing, MongoDB, MySQL, SQL, Application Programming Interface (API), Python Programming, Git (Version Control System)
Intermediate · Course · 1 - 4 Weeks

SkillsBooster Academy
Skills you'll gain: AI Product Strategy, Generative AI, Brand Strategy, Content Creation, Brand Awareness, Social Media Content, Media Production, Storytelling, Marketing Communications, Business Communication, Digital Design, Creative Thinking, Influencing, Media and Communications, Business Ethics, Creative Problem-Solving, Customer Engagement, Business Transformation, Entrepreneurship, Digital Marketing
Beginner · Course · 1 - 3 Months

Simplilearn
Skills you'll gain: Generative AI, Software Development Tools, Code Review, AI Workflows, Application Development, Maintainability, AI Integrations, Software Quality (SQA/SQC), Software Technical Review, Artificial Intelligence
Beginner · Course · 1 - 4 Weeks