synthcity VS SDV

Compare synthcity vs SDV and see what are their differences.

synthcity

A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation. (by vanderschaarlab)
Pytorch tabular-data Privacy Machine Learning generative-model data-augmentation fairness-ml synthetic-data
Source Code
vanderschaar-lab.com
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SDV

Synthetic data generation for tabular data (by sdv-dev)
synthetic-data Machine Learning relational-datasets multi-table time-series synthetic-data-generation sdv data-generation generative-adversarial-network Gan Gans Deep Learning generative-ai generative-model generativeai
Source Code
docs.sdv.dev
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synthcity SDV
4 59
362 2,144
4.4% 2.5%
7.2 9.4
15 days ago 2 days ago
Python Python
Apache License 2.0 GNU General Public License v3.0 or later
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.

synthcity

Posts with mentions or reviews of synthcity. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2023-01-19.

SDV

Posts with mentions or reviews of SDV. We have used some of these posts to build our list of alternatives and similar projects. The last one was on 2024-02-27.

What are some alternatives?

When comparing synthcity and SDV you can also consider the following projects:

CTGAN - Conditional GAN for generating synthetic tabular data.

gretel-python-client - The Gretel Python Client allows you to interact with the Gretel REST API.

machine-learning-for-trading - Code for Machine Learning for Algorithmic Trading, 2nd edition.

tsfresh - Automatic extraction of relevant features from time series:

Copulas - A library to model multivariate data using copulas.

TimeSynth - A Multipurpose Library for Synthetic Time Series Generation in Python

EigenGAN-Tensorflow - EigenGAN: Layer-Wise Eigen-Learning for GANs (ICCV 2021)

genalog - Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.

HR-Attrition - Will they stay or will they go? Predicting whether employees will leave + why.

pandas-ai - Chat with your database (SQL, CSV, pandas, polars, mongodb, noSQL, etc). PandasAI makes data analysis conversational using LLMs (GPT 3.5 / 4, Anthropic, VertexAI) and RAG.

orbstack - Fast, light, simple Docker containers & Linux machines for macOS

HealthGPT - Query your Apple Health data with natural language 💬 🩺

SDV vs CTGAN SDV vs gretel-python-client SDV vs machine-learning-for-trading SDV vs tsfresh SDV vs Copulas SDV vs TimeSynth SDV vs EigenGAN-Tensorflow SDV vs genalog SDV vs HR-Attrition SDV vs pandas-ai SDV vs orbstack SDV vs HealthGPT