
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

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

Skills you'll gain: Prompt Engineering, Prompt Patterns, Generative AI, Standard Operating Procedure, ChatGPT, Customer Support, Product Support, Responsible AI, AI Workflows, Customer experience improvement, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Data Ethics, Customer Insights, Machine Learning, Automation, Natural Language Processing, Context Management, Ethical Standards And Conduct
Intermediate · Specialization · 1 - 3 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: 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: Prompt Engineering, Apache Spark, Large Language Modeling, PyTorch (Machine Learning Library), Model Evaluation, Retrieval-Augmented Generation, Supervised Learning, LLM Application, Unsupervised Learning, Computer Vision, PySpark, Generative Model Architectures, Keras (Neural Network Library), Convolutional Neural Networks, Generative AI, Deep Learning, Applied Machine Learning, Machine Learning, Python Programming, Data Science
Build toward a degree
Intermediate · Professional Certificate · 3 - 6 Months

IBM
Skills you'll gain: Prompt Engineering, Prompt Patterns, Retrieval-Augmented Generation, Software Development Life Cycle, Large Language Modeling, LLM Application, Software Architecture, Professional Networking, Responsible AI, Computer Vision, Vibe coding, Cascading Style Sheets (CSS), Software Design, Generative AI, Jupyter, IBM Cloud, Flask (Web Framework), Python Programming, Machine Learning, Data Science
Build toward a degree
Beginner · Professional Certificate · 3 - 6 Months

Skills you'll gain: Google Cloud Platform, Distributed Denial-Of-Service (DDoS) Attacks, Site Reliability Engineering, Kubernetes, Incident Management, Google App Engine, Load Balancing, Identity and Access Management, Cloud Infrastructure, Network Monitoring, Cloud Computing Architecture, Application Performance Management, Network Architecture, Network Troubleshooting, System Monitoring, Virtual Networking, Role-Based Access Control (RBAC), Cloud Security, Network Security, Virtual Private Networks (VPN)
Build toward a degree
Intermediate · Professional Certificate · 3 - 6 Months

Skills you'll gain: Mainframe Computing, COBOL (Programming Language), Software Development Life Cycle, z/OS, Unit Testing, Systems Analysis, Job Control Language (JCL), IBM DB2, Systems Development, Debugging, Pseudocode, Software Development Methodologies, Virtualization, Agile Methodology, Software Development, Test Driven Development (TDD), Programming Principles, Report Writing, Relational Databases, File I/O
Intermediate · Professional Certificate · 3 - 6 Months

Deep Teaching Solutions
Skills you'll gain: Learning Strategies, Lifelong Learning, Time Management, Productivity, Willingness To Learn, Quick Learning, Growth Mindedness, Mental Concentration, Persistence, Cognitive flexibility, Creativity, Overcoming Obstacles, Dealing With Ambiguity, Adaptability
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data Storytelling, Interactive Data Visualization, Data Visualization, Dashboard, IBM Cognos Analytics, Relational Databases, Data Wrangling, Rmarkdown, Data Visualization Software, Plot (Graphics), Data Cleansing, Exploratory Data Analysis, Data Analysis, Shiny (R Package), Big Data, SQL, Pivot Tables And Charts, Microsoft Excel, R Programming, Data Structures
Build toward a degree
Beginner · Professional Certificate · 3 - 6 Months