Examples

In this section, you will find various examples demonstrating how to use Lomas-client in different scenarios. These examples will help you understand the practical applications and features of lomas.

You can also find additional notebooks and examples in our GitHub repository.

• Lomas: Client demo
  • Step 1: Install the library
  • Step 2: Initialise the client
  • Step 3: Understand the functionnalities of the library
  • Step 4: Use DP libraries to analyse the dataset
  • Step 4: See archives of queries
• Lomas Client Side: Using Smartnoise-SQL
  • Step 1: Install the library
  • Step 2: Initialise the client
  • Step 3: Getting dataset metadata
  • Step 4: Average bill length with Smartnoise-SQL
  • Step 4: Penguin statistics
  • Note on budget with Smartnoise-SQL (Advanced)
• Lomas Client Side: Using DiffPrivlib
  • Step 1: Install the library
  • Step 2: Initialise the client
  • Step 3: Metadata and dummy dataset
  • Step 4: Train Logistic Regression model with DiffPrivLib
  • Step 5: Train other models with DiffPrivLib
  • Step 6: See archives of queries
• Lomas Client Side: Using Smartnoise-Synth
  • Step 1: Install the library
  • Step 2: Initialise the client
  • Step 3: Metadata and dummy dataset
  • Step 3: Create a Synthetic Dataset keeping all default parameters
  • DPCTGAN: Differentially Private Conditional Tabular GAN
  • PATEGAN: Private Aggregation of Teacher Ensembles
  • PATECTGAN: Conditional tabular GAN using Private Aggregation of Teacher Ensembles
  • DPGAN: DIfferentially Private GAN
  • Step 6: See archives of queries
• S3 example
  • Step 1: Install the library
  • Step 2: Initialise the client
  • Step 3: Understand the functionnalities of the library
  • Step 4: Titanic statistics with opendp

Here are some examples for using Lomas-client.