{"repo":"dscc-admin-ch/lomas","free":true,"listed":false,"github":"https://github.com/dscc-admin-ch/lomas","clone":"git clone https://github.com/dscc-admin-ch/lomas.git","description":"Lomas: The data oases hidden behind the mist. A platform for confidential analysis of private data.","language":"Jupyter Notebook","stars":31,"topics":["client-server","differential-privacy","confidential-compute","privacy"],"license":"MIT","category":"databases-storage","readme_excerpt":"Lomas: The Data Oases Hidden Behind the Mist. Lomas is a platform for remote data science, enabling sensitive data to be queried remotely while staying protected by a layer of differential privacy. Technical Overview: The lomas platform follows a classic server/client model. On the client side, the user prepares queries for statistical analyses which are sent to the service's REST API via HTTP. The user never has direct access to the sensitive data. On the server side, the service is implemented in a micro-service architecture and is thus split into two parts: the administration database and the client-facing HTTP server (which we call server for brevity) that implements the service logic. The server is responsible for processing the client requests and updating its own state as well as administrative data (users data, budgets, query archives, etc.) in the administration database. The service is not responsible for storing and managing private datasets, these are usually already stored on the provider's infrastructure. Detailed description: For a detailed description, please see the links below. Lomas Project White Paper : https://arxiv.org/abs/2406.17087 Swiss Federal Statistical Office Blog : https://www.bfs.admin.ch/bfs/en/home/dscc/blog/2024-03-lomas.html Technical Documentation : https://dscc-admin-ch.github.io/lomas/latest Poster : https://github.com/dscc-admin-ch/lomas/blob/master/images/poster.pdf Client package lomas client The lomas client library is a client to int","default_branch":null,"files":null,"tree":[],"storefront":"/r/dscc-admin-ch","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/dscc-admin-ch/lomas/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}