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You can use data analysis and model building tools and services in Cloud Pak for Data to find insights and train or solve AI models. The tools that you can use in projects depend on which services you have installed:
- Watson Studio and its supplemental services
- Other services that do not require Watson Studio
You can analyze data and build models with the Watson Studio service. Supplemental services to Watson Studio, such as Watson Machine Learning, add tools and compute resources to projects. If you don't have the Watson Studio service installed, you can use the data analytics methods with services such as Analytics Engine and Db2 Big SQL.
Various tools that you can use to analyze data and build models include:
- Notebooks
- JupyterLab
- Visual Studio Code
- RStudio
- AutoAI
- Federated Learning
- Deep Learning Experiment Builder
- Decision Optimization
- SPSS Modeler
- Db2 Big SQL
- Apache Hadoop
- Apache Spark
- Watson Machine Learning Accelerator
For more information on this topic, see Analyzing data and building models.