Synthetic Data Generation ML Frameworks

Tools and frameworks for generating synthetic datasets across tabular, time-series, and domain-specific data modalities, including benchmarking and evaluation methods. Does NOT include real dataset collections, data augmentation techniques, or domain-specific applications that use synthetic data.

There are 45 synthetic data generation frameworks tracked. 7 score above 50 (established tier). The highest-rated is Diyago/Tabular-data-generation at 63/100 with 564 stars. 1 of the top 10 are actively maintained.

Get all 45 projects as JSON

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#	Framework	Score	Tier	Stars	Language
1	Diyago/Tabular-data-generation We well know GANs for success in the realistic image generation. However,...	63	Established	564	Python
2	meta-llama/synthetic-data-kit Tool for generating high quality Synthetic datasets	63	Established	1,524	Python
3	Data-Centric-AI-Community/ydata-synthetic Synthetic data generators for tabular and time-series data	59	Established	1,614	Jupyter Notebook
4	tdspora/syngen Open-source version of the TDspora synthetic data generation algorithm.	58	Established	18	Jupyter Notebook
5	vanderschaarlab/synthcity A library for generating and evaluating synthetic tabular data for privacy,...	57	Established	643	Python
6	always-further/deepfabric Generate High-Quality Synthetics, Train, Measure, and Evaluate in a Single Pipeline	54	Established	843	Python
7	wiseodd/generative-models Collection of generative models, e.g. GAN, VAE in Pytorch and Tensorflow.	51	Established	7,497	Python
8	aliseyfi75/COSCI-GAN Codebase for "Generating multivariate time series with COmmon Source...	46	Emerging	36	Jupyter Notebook
9	shayneobrien/generative-models Annotated, understandable, and visually interpretable PyTorch...	46	Emerging	504	Jupyter Notebook
10	tirthajyoti/Synthetic-data-gen Various methods for generating synthetic data for data science and ML	46	Emerging	83	Jupyter Notebook
11	martinjurkovic/syntherela A package for benchmarking synthetic relational data generation methods	46	Emerging	60	Python
12	alfurka/synloc A Python Package to Create Synthetic Tabular Data	45	Emerging	3	Jupyter Notebook
13	SAGDAfrica/sagda Synthetic Agriculture Data for Africa	45	Emerging	8	Python
14	Team-TUD/CTAB-GAN Official git for "CTAB-GAN: Effective Table Data Synthesizing"	44	Emerging	95	Python
15	federicoarenasl/sdg-engine A simple data generation engine for computer vision, compatible with 🤗 datasets.	40	Emerging	76	Jupyter Notebook
16	ELM-Research/ECG-Neural-Networks Research-oriented pretraining and evaluation pipelines for ECG-specific...	39	Emerging	4	Python
17	stefan-jansen/synthetic-data-for-finance Material for QuantUniversity talk on Sythetic Data Generation for Finance.	39	Emerging	127	Jupyter Notebook
18	gretelai/trainer Simple interface to synthesize complex and highly dimensional datasets using...	39	Emerging	28	Python
19	MRSAIL-Mini-Robotics-Software-AI-Lab/GANVAS-models Generative Autoregressive, Normalized Flows, VAEs, Score-based models (GANVAS)	35	Emerging	10	Python
20	AlejandroBeldaFernandez/Calm-Data-Generator CALM-Data-Generator is a comprehensive Python library for synthetic data...	34	Emerging	3	Python
21	bensonlee5/dagzoo Synthetic tabular data generator for causal modeling	34	Emerging	1	Python
22	antorguez95/synthetic_data_generation_framework This repository contains the code of our published work in IEEE JBHI. Our...	32	Emerging	5	Python
23	TrevorW-code/fraud synthetic data for ml	31	Emerging	25	Python
24	Data-Centric-AI-Community/nist-crc-2023 NIST Collaborative Research Cycle on Synthetic Data. Learn about Synthetic...	30	Emerging	27	Jupyter Notebook
25	DerwenAI/kleptosyn Synthetic data generation for investigative graphs based on patterns of...	30	Emerging	8	Jupyter Notebook
26	CFA-Institute-RPC/Synthetic-Data-For-Finance This repository contains accompanying code for the CFA Institute's Research...	30	Emerging	9	Jupyter Notebook
27	AmirhosseinHonardoust/Autocurator-Synthetic-Data-Benchmark Autocurator is a comprehensive benchmarking toolkit for evaluating synthetic...	30	Emerging	20	Python
28	GarouMonste/Teaching-Neural-Networks-to-Imagine-Tables 🛠️ Develop a Variational Autoencoder to generate realistic tabular data,...	27	Experimental	1	—
29	EPFL-ENAC/TOPO-DataGen [CVPR'22] TOPO-DataGen: an open and scalable aerial synthetic data...	26	Experimental	35	Jupyter Notebook
30	jaimeperezsanchez/GAN_Scenario_Forecasting Data augmentation through multivariate scenario forecasting in Data Centers...	26	Experimental	8	Jupyter Notebook
31	ELM-Research/ecg_nn Research-oriented pretraining and evaluation pipelines for ECG-specific...	24	Experimental	4	Python
32	Rufina46/time-series-synthetic Open-source synthetic time-series generator for ML testing	23	Experimental	6	Python
33	oRyyu2703/Autocurator-Synthetic-Data-Benchmark 🔍 Evaluate synthetic data quality against real tabular datasets with...	22	Experimental	—	Python
34	hipaasynth-svg/HipAAsynth Deterministic synthetic clinical data engine. Zero dependencies. Fully reproducible.	22	Experimental	—	Python
35	dataxid/dataxid-python The Synthetic Data API. Generate privacy-safe synthetic data with 5 lines of code.	22	Experimental	—	Python
36	aia39/Synthetic-Tabular-Data-Generation-using-CTGAN-and-classify-with-XGboost This is the repository to generate synthetic tabular data when the tabular...	21	Experimental	7	Jupyter Notebook
37	abdulvahapmutlu/als-synthetic-data-augmentation-wgan This project aims to address the lack of EEG signals for ALS (Amyotrophic...	19	Experimental	3	Jupyter Notebook
38	MongoExpUser/Synthetic-Drilling-Data-App-for-Sqlite-ML Generate synthetic drilling data that can be used for testing machine...	18	Experimental	2	JavaScript
39	PARKCHEOLHEE-lab/papers-for-generative-design A collection of papers, articles, and code for Generative Design	14	Experimental	7	—
40	EmrahFidan/MissingLink Synthetic tabular data generation engine — CTGAN deep learning for CSV...	14	Experimental	—	Python
41	julsngbatac/GANs-For-Synthetic-Data-Generation 🤖 Generate realistic synthetic data using GANs to boost AI model training...	14	Experimental	—	—
42	wildanjr19/generative-model Learn and build generative model from scratch, mostly in PyTorch	13	Experimental	—	Jupyter Notebook
43	volodya7292/synthetic_data Synthetic data generation system library.	13	Experimental	—	Rust
44	rishic3/GenerateEEG Two Conditional GAN frameworks to perform synthetic EEG generation for...	12	Experimental	7	Jupyter Notebook
45	xValentim/GenerativeAlchemy This repo will be very helpful if you like generative modeling and you want...	11	Experimental	4	Jupyter Notebook

Comparisons in this category

generative-models and GANVAS-models (51 vs 35) ydata-synthetic and Synthetic-data-gen (59 vs 46) synthetic-data-kit and Synthetic-data-gen (63 vs 46)