
University of Michigan
Skills you'll gain: Matplotlib, Network Analysis, Social Network Analysis, Feature Engineering, Data Visualization, Pandas (Python Package), Plot (Graphics), Data Visualization Software, Interactive Data Visualization, Model Evaluation, Applied Machine Learning, Supervised Learning, Text Mining, Scikit Learn (Machine Learning Library), Statistical Analysis, Data Manipulation, Graph Theory, Data Preprocessing, Natural Language Processing, Python Programming
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Google Analytics, Marketing Effectiveness, Smart Goals, Web Analytics and SEO, Advertising Campaigns, Google Ads, Adobe Analytics, Web Analytics, Marketing Analytics, Goal Setting, Search Engine Optimization, Marketing Strategies, Customer Insights, Campaign Management, Performance Reporting, Target Audience, Business Reporting, Key Performance Indicators (KPIs), Performance Analysis, Data-Driven Decision-Making
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: User Research, Cascading Style Sheets (CSS), User Experience, Design Research, Linux Commands, Usability, Debugging, User Interface (UI), Command-Line Interface, Software Visualization, Web Content Accessibility Guidelines, Pseudocode, User Interface and User Experience (UI/UX) Design, Web Design and Development, Javascript, Web Applications, Event-Driven Programming, Unit Testing, JavaScript Frameworks, API Design
Build toward a degree
Beginner · Professional Certificate · 3 - 6 Months

Coursera
Skills you'll gain: Model Deployment, Multi-Cloud, Cloud Security, AI Security, MLOps (Machine Learning Operations), DevSecOps, Cloud Management, Investigation, Microservices, Site Reliability Engineering, Security Controls, CI/CD, System Monitoring, Infrastructure as Code (IaC), Compliance Management, Automation, Kubernetes, Docker (Software), Incident Management, Performance Analysis
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Data Storytelling, Data Presentation, Data-Driven Decision-Making, Strategic Decision-Making, Product Management, Customer Insights, Data Analysis, Forecasting, A/B Testing, Business Analytics, Analytics, Prioritization, Statistical Analysis, Business Metrics, User Research, Customer Retention, Machine Learning Methods, Root Cause Analysis, Statistical Methods, Stakeholder Communications
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Gemini, Cloud Applications, API Gateway, Kubernetes, Google Cloud Platform, Containerization, Jenkins, Cloud Development, Google App Engine, Application Deployment, Docker (Software), CI/CD, Serverless Computing, Application Development, Cloud-Native Computing, Microservices, Identity and Access Management, Cloud Computing, Cloud Storage, Debugging
Intermediate · Professional Certificate · 3 - 6 Months

Skills you'll gain: Behavior-Driven Development, DevSecOps, Test Driven Development (TDD), Kanban Principles, DevOps, Agile Software Development, Continuous Integration, Lean Methodologies, Agile Methodology, Scrum (Software Development), Continuous Deployment, Software Development Methodologies, Cross-Functional Team Leadership, Workflow Management, Continuous Improvement Process, Virtualization
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Desktop Support, Technical Support, Software Installation, Computer Hardware, Help Desk Support, Hardware Troubleshooting, Information Technology, Computer Networking, Technical Documentation, Linux, Computer Security Awareness Training, Customer Support, Microsoft Windows
Beginner · Course · 1 - 3 Months

Skills you'll gain: Linux Commands, Bash (Scripting Language), Software Development Life Cycle, Software Architecture, GitHub, Git (Version Control System), Shell Script, Software Design, Version Control, Jupyter, Scrum (Software Development), Flask (Web Framework), Software Engineering, Software Design Patterns, Linux, Agile Methodology, Pandas (Python Package), Programming Principles, Python Programming, Web Applications
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Prompt Engineering, Prompt Patterns, Generative AI, IBM Cloud, Responsible AI, ChatGPT, No-Code Development, Machine Learning Software, WordPress, Deep Learning, Machine Learning, AI Workflows, LLM Application, Workflow Management, Artificial Intelligence, Generative AI Agents, Application Deployment, Artificial Intelligence and Machine Learning (AI/ML), Natural Language Processing, Data Science
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Data Storytelling, Media Planning, Social Media Marketing, Google Ads, Email Marketing, Social Media Strategy, Order Fulfillment, Social Media Management, Online Advertising, Search Engine Optimization, Performance Measurement, Spreadsheet Software, A/B Testing, Client Services, Campaign Management, E-Commerce, Loyalty Programs, Marketing, Interviewing Skills, Applicant Tracking Systems
Build toward a degree
Beginner · Professional Certificate · 3 - 6 Months

Multiple educators
Skills you'll gain: Unsupervised Learning, Supervised Learning, Transfer Learning, Machine Learning, Jupyter, Applied Machine Learning, Data Ethics, Decision Tree Learning, Model Evaluation, Tensorflow, Scikit Learn (Machine Learning Library), NumPy, Predictive Modeling, Deep Learning, Artificial Intelligence, Classification Algorithms, Reinforcement Learning, Random Forest Algorithm, Feature Engineering, Data Preprocessing
Beginner · Specialization · 1 - 3 Months