{"repo":"hitsz-ids/synthetic-data-generator","free":true,"listed":false,"github":"https://github.com/hitsz-ids/synthetic-data-generator","clone":"git clone https://github.com/hitsz-ids/synthetic-data-generator.git","description":"SDG is a specialized framework designed to generate high-quality structured tabular data.","language":"Python","stars":2434,"topics":["deep-learning","gan","generative-ai","machine-learning","privacy","synthetic-data","tabular-data","agent","data-generator","llm"],"license":"Apache-2.0","category":"machine-learning","readme_excerpt":"🚀 Synthetic Data Generator Switch Language: 简体中文     Latest API Docs     Roadmap     Join Wechat Group Colab Examples:  LLM: Data Synthesis     LLM: Off-Table Inference     Billion-Level-Data supported CTGAN The Synthetic Data Generator (SDG) is a specialized framework designed to generate high-quality structured tabular data. Synthetic data does not contain any sensitive information, yet it retains the essential characteristics of the original data, making it exempt from privacy regulations such as GDPR and ADPPA. High-quality synthetic data can be safely utilized across various domains including data sharing, model training and debugging, system development and testing, etc. We are excited to have you here and look forward to your contributions, get started with the project through this Contributing Overview Guide! 💥News Our current key achievements and timelines are as follows: 🔥 Nov 21, 2024: 1) Model Integration - We've integrated the GaussianCopula model into our Data Processor System. Check out the code example in this PR; 2) Synthetic Quality - We implemented automatic detection of data column relationships and allowed for relationship specification, improved the quality of synthetic data(Code Example); 3) Performance Enhancement - We significantly reduced the memory usage of GaussianCopula when handling discrete data, enabling training on thousands of categorical data entries with a 2C4G setup! 🔥 May 30, 2024","default_branch":null,"files":null,"tree":[],"storefront":"/r/hitsz-ids","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/hitsz-ids/synthetic-data-generator/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."}