#CTGAN - Twitter Hashtag

8 months ago

Can synthetic tabular data be more accurate? This new model by researchers from the @IPTC_upm at @La_UPM combines a Variational Autoencoder with a Gaussian Mixture Model. Results outperform #CTGAN and #TVAE, especially on medical datasets. 👉 https://t.co/8dbrS760sN #SYNTHEMA

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DataCebo

@datacebo

over 1 year ago

🚀🔥 #CTGAN has been downloaded over 2.5 million times. 🔥🚀 Released #thisweek in 2019: version 0.1.0 of #CTGAN as part of The Synthetic Data Vault, a Deep Learning-based #syntheticdata generator for single-table data that can learn from real data and generate synthetic data with high fidelity. During this time: 🙌 It continues to be the go-to model for many #fortune500 companies who want to create #syntheticdata to train robust #AI models 👍 It has been used for a wide variety of use cases in the domains ranging from #energy, #healthcare, #education, #insurance and many others 🔥It has been used to create #syntheticdata for data science competitions, to improve predictive accuracy of healthcare models, and to accurately predict fraud, to name a few. 🤝 Data created using #CTGAN has been used by more than 30,000 data science teams. ❤️ Thank you to all our users who used it and gave a ton of feedback which has helped us build it further and further. With its demand surpassing any other generative AI model for tabular data, we will be releasing more features for CTGAN in the near future. Check it out here: https://t.co/Y8rC7ghEGk #syntheticdata #datascience #dataanalytics #DS #sdv Happy synthesizing! - The DataCebo Team

datacebo's tweet photo. 🚀🔥 #CTGAN has been downloaded over 2.5 million times. 🔥🚀
Released #thisweek in 2019: version 0.1.0 of #CTGAN as part of The Synthetic Data Vault, a Deep Learning-based #syntheticdata generator for single-table data that can learn from real data and generate synthetic data with high fidelity.

During this time:
🙌 It continues to be the go-to model for many #fortune500 companies who want to create #syntheticdata to train robust #AI models

👍 It has been used for a wide variety of use cases in the domains ranging from #energy, #healthcare, #education, #insurance and many others

🔥It has been used to create #syntheticdata for data science competitions, to improve predictive accuracy of healthcare models, and to accurately predict fraud, to name a few.

🤝 Data created using #CTGAN has been used by more than 30,000 data science teams.

❤️ Thank you to all our users who used it and gave a ton of feedback which has helped us build it further and further.

With its demand surpassing any other generative AI model for tabular data, we will be releasing more features for CTGAN in the near future.

Check it out here: https://t.co/Y8rC7ghEGk

#syntheticdata #datascience #dataanalytics #DS #sdv

Happy synthesizing!
- The DataCebo Team

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William H. Hsu @ IJCAI 2025 @banazir

over 2 years ago

Kudos, Maria! Well done. 👏🏼 I'm also checking out the paper: https://t.co/Zd4SGaTOCR, https://t.co/NoHjEg8hns, https://t.co/x7wKhICLRM #GAN #CTGAN #probabilistic #TabularData #Tabular #ML https://t.co/tt0pgjzoli

Maria Skoularidou (she/her) @skoularidou

over 2 years ago

My first ever >1000 where I am first co-author

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Tinniam V Ganesh @tvganesh_85

over 3 years ago

Take a look at my latest post, in which I compute T20 Win Probability using CTGANs, to augment my T20 match data. @octonion @cricsheet @StatStuffercom #winProbability #T20 #GAN #CTGAN #keras #tensorflow #python https://t.co/vzQnfAnx4r

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Tinniam V Ganesh @tvganesh_85

over 3 years ago

Take a look at my latest post, in which I compute T20 Win Probability using CTGANs.GANs work by pitting 2 DL models against each other. Take a glance if possible! @ramkid @go_mohan @canindya @TkNandy @virendergupta62 @Milind_Chalis #CTGAN https://t.co/vzQnfAnx4r

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Synthetic Data Vault

@sdv_dev

over 3 years ago

Have you ever looked at a GAN & wondered what's happening inside? 👀 We took a peek -- and made it more interpretable 🙌 #syntheticdata #sdv #CTGAN https://t.co/AFcbUMxq3r

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The Yuan Community @YuanCommunity

almost 4 years ago

A study shows how an artificial #import #declarations dataset ease #customs administration via 22 key attributes synthesized with #CTGAN. #Synthetic_data is restriction-free and cuts identity risk. Data are similar to originals. Advanced #algorithms better spot #fraud, per arXiv.

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Vancouver Radiation Medicine @VanRadMed

about 4 years ago

.@loronaut has been augmenting her NSCLC #SABR / #SBRT recurrence prediction #MachineLearning datasets with synthetic data generated using #CTGAN. Find out how her models are performing at Poster 63. #COMPASM2022 #MedPhys #gradschool

VanRadMed's tweet photo. .@loronaut has been augmenting her NSCLC #SABR / #SBRT recurrence prediction #MachineLearning datasets with synthetic data generated using #CTGAN. Find out how her models are performing at Poster 63.
#COMPASM2022 #MedPhys #gradschool https://t.co/9dY4vFkVD5

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Synthetic Data Vault

@sdv_dev

over 4 years ago

Very cool to see the @WellsFargo #CampusAnalytics2021Challenge using #syntheticdata from SDV’s very own #CTGAN! Competitors are using it to develop #ML models to predict suspected elder fraud in the digital payments space. Learn more here: https://t.co/RzMl5IPWPg #fintech

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Neha Patki @n4atki

about 5 years ago

Super exciting to see growing downloads of the #CTGAN model only 2 years since the initial release. Some handy references for first-time use: https://t.co/oUJRCklkI0

Synthetic Data Vault

@sdv_dev

about 5 years ago

We're so excited to share that #SDV's model has hit more than 300,000 downloads 🥳 https://t.co/RP0J6cYSXT #opensource

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Olivier Oli @OlivierOli7

over 5 years ago

An #OpenSource #Project from the #Data to #AI Lab, at MIT #CTGAN a #collection #DeepLearning based Synthetic Data Generators for single table data, which are able to learn from real data & generate synthetic clones with high fidelity #Python #DataScience https://t.co/ocJhO3ZorU