
University of Michigan
Skills you'll gain: Data Ethics, Policy Analysis, Case Studies, Political Sciences, Data Analysis, Responsible AI, Public Administration, Public Policies, Analytics, Data Storytelling, Model Evaluation, Data Presentation, Data-Driven Decision-Making, Ethical Standards And Conduct, Data Governance, R Programming, Applied Machine Learning
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Relational Databases, Database Development, Database Design, PostgreSQL, SQL, Query Languages, People Analytics, Data Integrity, Data Validation, Software Installation
Beginner · Course · 1 - 4 Weeks
Knowledge Accelerators
Skills you'll gain: Power BI, Dashboard, Business Intelligence, Data Modeling, Data Import/Export, Dashboard Creation, Business Intelligence Software, Interactive Data Visualization, Data Transformation, Data Visualization Software, Data Storytelling, Pivot Tables And Charts, Datamaps, Data Sharing, Management Reporting, Geospatial Information and Technology, Data-Driven Decision-Making, Data Integration, Data Cleansing, Microsoft Teams
Beginner · Course · 1 - 3 Months

Skills you'll gain: iOS Development, Secure Coding, Encryption, Network Security, Swift Programming, Mobile Security, Application Security, Data Persistence, Key Management, Data Security, Cryptography, Data Storage
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Dataflow, Data Pipelines, Apache Kafka, Data Processing, Real Time Data, Data Import/Export, Pandas (Python Package), Data Transformation, SQL, Data Storage Technologies, Analytics
Advanced · Course · 1 - 3 Months

Skills you'll gain: Data Modeling, Database Design, Stakeholder Engagement, Dashboard, Business Intelligence, Business Intelligence Software, Extract, Transform, Load, Dashboard Creation, Tableau Software, Databases, Data Warehousing, Stakeholder Communications, Data Visualization, Web Presence, Interviewing Skills, Business Process, Business Analysis, Professional Development, Data Analysis, SQL
Build toward a degree
Advanced · Professional Certificate · 3 - 6 Months

Google Cloud
Skills you'll gain: Looker (Software), Spatial Data Analysis, Data Import/Export, Interactive Data Visualization, Query Languages, Data Integration, GIS Software, Geospatial Information and Technology, Big Data, Data Store
Beginner · Project · Less Than 2 Hours

Skills you'll gain: MySQL, MySQL Workbench, SQL, Database Software, Data Manipulation, Query Languages, Data Access
Intermediate · Guided Project · Less Than 2 Hours

Skills you'll gain: Continuous Monitoring, Cloud Security, Cloud Storage, Data Security, Data Loss Prevention, Personally Identifiable Information, Google Cloud Platform, Data Management
Intermediate · Project · Less Than 2 Hours

Google Cloud
Skills you'll gain: Dashboard Creation, Dashboard, Data Sharing, Cloud Computing, Cloud Platforms, Big Data, Data Access, Google Cloud Platform, Data Visualization, Data Management
Beginner · Project · Less Than 2 Hours

Google Cloud
Skills you'll gain: Google Cloud Platform, Data Lakes, Data Pipelines, Dataflow, Real Time Data, Data Architecture, Apache Kafka, MLOps (Machine Learning Operations), Apache Spark, Tensorflow, Data Governance, Data Migration, Model Deployment, Data Processing, Data Warehousing, Big Data, Extract, Transform, Load, Data Quality, Metadata Management, Apache Hadoop
Intermediate · Professional Certificate · 3 - 6 Months

Skills you'll gain: Apache Spark, Scala Programming, Data Processing, Big Data, Applied Machine Learning, IntelliJ IDEA, Real Time Data, Data Manipulation, Programming Principles, Scripting, Graph Theory, Integrated Development Environments, Data Transformation, Development Environment, Software Development Tools, Distributed Computing, Performance Tuning
Intermediate · Course · 1 - 3 Months