synthetic-data

There are 30 repositories under synthetic-data topic.

machine-learning-for-trading
stefan-jansen / machine-learning-for-trading
Code for Machine Learning for Algorithmic Trading, 2nd edition.
artificial-intelligence data-science deep-learning finance investment investment-strategies machine-learning ml4t-workflow synthetic-data trading trading-agent trading-strategies
Language:Jupyter Notebook 11800
lk-geimfari / mimesis
Mimesis is a powerful Python library that empowers developers to generate massive amounts of synthetic data efficiently.
mimesis fake data generator fixtures dummy schema testing python json-generator mock synthetic-data datascience dataframe pandas syntetic polars pytest-plugin factory factory-boy
Language:Python 4304
BlenderProc
DLR-RM / BlenderProc
A procedural Blender pipeline for photorealistic training image generation
blender-pipeline segmentation depth-images camera-positions suncg-scene camera-sampling blender-installation synthetic blender rendering pose-estimation synthetic-data python 3d-graphics computer-graphics 3d-reconstruction 3d-engines 3d-front-dataset
Language:Python 2543
SDV
sdv-dev / SDV
Synthetic data generation for tabular data
data-generation deep-learning gan gans generative-adversarial-network generative-ai generative-model generativeai machine-learning multi-table relational-datasets sdv synthetic-data synthetic-data-generation time-series
Language:Python 2131
synthetichealth / synthea
Synthetic Patient Population Simulator
synthea synthetic-data synthetic-population fhir health-data simulation
Language:Java 1998
unrealcv / unrealcv
UnrealCV: Connecting Computer Vision to Unreal Engine
virtual-worlds computer-vision ue4 embodied-ai machine-learning simulation synthetic-data
Language:C++ 1830
shuttle-hq / synth
The Declarative Data Generator
rust test-data-generator synthetic-data json data-generation realistic-data postgres hacktoberfest
Language:Rust 1324
ydata-synthetic
ydataai / ydata-synthetic
Synthetic data generators for tabular and time-series data
gan-architectures gan deep-learning synthetic-data tensorflow2 machine-learning training-data python3 datagenerator datageneration timeseries generative-adversarial-network gans pytorch time-series
Language:Jupyter Notebook 1287
CTGAN
sdv-dev / CTGAN
Conditional GAN for generating synthetic tabular data.
synthetic-data generative-adversarial-network tabular-data data-generation synthetic-data-generation
Language:Python 1138
distilabel
argilla-io / distilabel
⚗️ distilabel is a framework for synthetic data and AI feedback for AI engineers that require high-quality outputs, full data ownership, and overall efficiency.
ai huggingface llms openai python rlaif rlhf synthetic-data synthetic-dataset-generation
Language:Python 819
awesome-open-data-centric-ai
Renumics / awesome-open-data-centric-ai
Curated list of open source tooling for data-centric AI on unstructured data.
awesome-list data-centric-ai data-curation data-versioning data-visualization explainable-ai active-learning feature-vector robust-machine-learning bias-detection computer-vision data-drift deep-learning nlp noisy-labels outlier-detection synthetic-data uncertainty-estimation machine-learning
677
DataDreamer
datadreamer-dev / DataDreamer
DataDreamer: Prompt. Generate Synthetic Data. Train & Align Models. 🤖💤
alignment deep-learning fine-tuning gpt instruction-tuning llm llmops llms machine-learning natural-language-processing nlp nlp-library openai python pytorch synthetic-data synthetic-dataset-generation transformers
Language:Python 641
nicolas-hbt / pygraft
Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your Fingertips
data-generator graph-generator knowledge-base knowledge-graph ontology schema semantic-web ontology-generation python synthetic-data synthetic-dataset-generation contributions-welcome owl rdf rdfs artificial-intelligence benchmarking linked-data machine-learning semantics
Language:Python 639
neosync
nucleuscloud / neosync
Open source data anonymization and synthetic data orchestration for developers. Create high fidelity synthetic data and sync it across your environments.
docker golang protobuf synthetic-data benthos etl orchestration testing typescript open-source reactjs self-hosted kubernetes nextjs react test-data-generator fine-tuning synthetic-data-generation faker
Language:TypeScript 609
SciPhi-AI / synthesizer
A multi-purpose LLM framework for RAG and data creation.
agents ai artificial-intelligence machine-learning synthetic-data
Language:Python 585
paulbricman / thisrepositorydoesnotexist
A curated list of awesome projects which use Machine Learning to generate synthetic content.
synthetic-data synthetic-dataset-generation synthetic-images generation-algorithms generative-adversarial-network
581
gretelai / gretel-synthetics
Synthetic data generators for structured and unstructured text, featuring differentially private learning.
artificial-intelligence differential-privacy privacy synthetic-data tensorflow
Language:Python 532
Copulas
sdv-dev / Copulas
A library to model multivariate data using copulas.
machine-learning copulas synthetic-data data-generation synthetic-data-generation generative-ai generative-model tabular-data
Language:Python 504
BatsResearch / bonito
A lightweight library for generating synthetic instruction tuning datasets for your data without GPT.
llm synthetic-data synthetic-dataset-generation zero-shot-learning domain-adaptation gpt task-adaptation
Language:Python 470
plaitpy / plaitpy
plait.py - a fake data modeler
declarative modeling synthetic-data
Language:Python 425
wenbowen123 / iros20-6d-pose-tracking
[IROS 2020] se(3)-TrackNet: Data-driven 6D Pose Tracking by Calibrating Image Residuals in Synthetic Domains
robotics tracking computer-vision pose-estimation 3d manipulation robot robots domain-adaptation dataset human-robot-interaction ycb ycb-video synthetic-data synthetic-domains 6dof-pose 6dof-tracking 6d-pose-estimation
Language:Python 361
mtt-distillation
GeorgeCazenavette / mtt-distillation
Official code for our CVPR '22 paper "Dataset Distillation by Matching Training Trajectories"
artificial-intelligence computer-vision machine-learning synthetic-data
Language:Python 358
synthcity
vanderschaarlab / synthcity
A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.
data-augmentation fairness-ml generative-model machine-learning privacy pytorch synthetic-data tabular-data
Language:Python 351
Unity-Technologies / SynthDet
SynthDet - An end-to-end object detection pipeline using synthetic data
object-detection detection computer-vision deep-learning synthetic-data synthetic-dataset synthetic-dataset-generation domain-randomization pose-estimation machine-learning
Language:C# 350
Nicholasli1995 / EvoSkeleton
Official project website for the CVPR 2020 paper (Oral Presentation) "Cascaded deep monocular 3D human pose estimation wth evolutionary training data"
human-pose-estimation 3d-pose-estimation data-augmentation 2d-to-3d deep-learning evolutionary-algorithms bias-correction dataset annotaton-tool 3d-computer-vision cvpr2020 geometric-deep-learning generalization-on-diverse-scenes feed-forward-neural-networks synthetic-data kinematic-trees 3d-human-pose smpl cvpr
Language:Python 327
yandex-research / tab-ddpm
[ICML 2023] The official implementation of the paper "TabDDPM: Modelling Tabular Data with Diffusion Models"
ai deep-learning diffusion-models pytorch synthetic-data tabular
Language:Python 319
BMW-InnovationLab / BMW-Labeltool-Lite
This repository provides you with an easy-to-use labeling tool for State-of-the-art Deep Learning training purposes. It supports Auto-Labeling.
labeling-tool label tensorflow deep-learning inference computer-vision neural-network object-detection docker labeltool synthetic-data voc bounding-box yolov4 boundingbox autolabeling auto-label annotaion image-annotation smart-labeling
Language:C# 306
augraphy
sparkfish / augraphy
Augmentation pipeline for rendering synthetic paper printing, faxing, scanning and copy machine processes
data-augmentation crappification deep-neural-networks training-data machine-learning data-pipeline image-processing augmentation-pipeline synthetic-data synthetic-dataset-generation computer-vision
Language:Python 302
nickkunz / smogn
Synthetic Minority Over-Sampling Technique for Regression
imbalanced-data smote synthetic-data over-sampling regression
Language:Python 301
Data-Centric-AI-Community / awesome-data-centric-ai
Open-Source Software, Tutorials, and Research on Data-Centric AI 🤖
ai artificial-intelligence awesome awesome-list data data-labelling data-quality data-science data-visualization machine-learning open-source pandas python python-library research synthetic-data tools tutorials
Language:Jupyter Notebook 300
LinkedAi / flip
Synthetic Image generation with Flip. Generate thousands of new 2D images from a small batch of objects and backgrounds.
computer-vision deep-learning generated-labels hacktoberfest object-detection synthetic-data
Language:Python 298
microsoft / genalog
Genalog is an open source, cross-platform python package allowing generation of synthetic document images with custom degradations and text alignment capabilities.
ner ocr-recognition python text-alignment data-generation data-science machine-learning synthetic-data synthetic-images synthetic-data-generation
Language:Jupyter Notebook 295
PeopleSansPeople
Unity-Technologies / PeopleSansPeople
Unity's privacy-preserving human-centric synthetic data generator
owner-machine-learning billing-5160 applied-ml-research computer-vision human-centric-ml deep-learning synthetic-data synthetic-data-generation synthetic-datasets synthetic-dataset-generation human-pose-estimation human-activity-recognition perception unity unity3d labeling icml-2022 object-detection pose-estimation transfer-learning
Language:C# 293
tirthajyoti / pydbgen
Random dataframe and database table generator
database random-generation pandas-dataframe sqlite3 sqlite python synthetic-data data-science generator data-generation fake-data synthetic-dataset-generation
Language:Python 292
zpy
ZumoLabs / zpy
Synthetic data for computer vision. An open source toolkit using Blender and Python.
ml ai data synthetic blender python synthetic-data blender-addon deep-learning computer-vision
Language:Python 291
debidatta / syndata-generation
Code used to generate synthetic scenes and bounding box annotations for object detection. This was used to generate data used in the Cut, Paste and Learn paper
data-augmentation faster-rcnn instance-detection object-detection synthetic-data
Language:Python 285

synthetic-data

stefan-jansen / machine-learning-for-trading

lk-geimfari / mimesis

DLR-RM / BlenderProc

sdv-dev / SDV

synthetichealth / synthea

unrealcv / unrealcv

shuttle-hq / synth

ydataai / ydata-synthetic

sdv-dev / CTGAN

argilla-io / distilabel

Renumics / awesome-open-data-centric-ai

datadreamer-dev / DataDreamer

nicolas-hbt / pygraft

nucleuscloud / neosync

SciPhi-AI / synthesizer

paulbricman / thisrepositorydoesnotexist

gretelai / gretel-synthetics

sdv-dev / Copulas

BatsResearch / bonito

plaitpy / plaitpy

wenbowen123 / iros20-6d-pose-tracking

GeorgeCazenavette / mtt-distillation

vanderschaarlab / synthcity

Unity-Technologies / SynthDet

Nicholasli1995 / EvoSkeleton

yandex-research / tab-ddpm

BMW-InnovationLab / BMW-Labeltool-Lite

sparkfish / augraphy

nickkunz / smogn

Data-Centric-AI-Community / awesome-data-centric-ai

LinkedAi / flip

microsoft / genalog

Unity-Technologies / PeopleSansPeople

tirthajyoti / pydbgen

ZumoLabs / zpy

debidatta / syndata-generation