Tutorials

This tutorial series introduces the key concepts of the Tumult Analytics API, and help you design and implement your first differentially private data publication. The series is split in three sections.

1. Interface basics and first queries introduces the fundamentals of Tumult Analytics, and explains how to compute simple differentially private aggregations. Go through these first; this section is a prerequisite to the other two.

   • First steps with Tumult Analytics
   • Working with privacy budgets
   • Numerical aggregations
   • Group-by queries
   
   

2. Advanced queries and privacy notions demonstrates how to perform common data transformations on Tumult Analytics, and how to use it in contexts where a single person can contribute to multiple rows in the input data. You can skip this section if you want to directly get started with error measurement and tuning.

   • Simple transformations
   • Working with privacy IDs
   • Doing more with privacy IDs