GANs for Tabular Synthetic Data Generation (7.5)

Typically GANs are used to generate images. However, we can also generate tabular data from a GAN. In this part, we will use the Python tabgan utility to create fake data from tabular data. Specifically, we will use the Auto MPG dataset to train a GAN to generate fake cars.
Code for This Video:
github.com/jeffheaton/t81_558...
Course Homepage: sites.wustl.edu/jeffheaton/t8...
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[@firasnacef001]

I have been looking for data augmentation tools for my categorical data and the only ressources I found were for image data. Thank you so much !

[@nirosetam]

Thanks Dr. Heaton, the code give me a direction for research work.

[@flabbergastedfrog5851]

Hi
This video was very helpful for me. But, there is a small correction i guess. In the "Training a GAN for Auto MPG" part the code has gan_params for parameters. But, as per tabgan, its actually gen_params. Please look into it
Thank you

[@sanyuktasharma5404]

Thanks a lot for making this video in the "Training a GAN for Auto MPG" part the code has gan_params for parameters. But, as per tabgan, its actually gen_params. Just putting it here since I got stuck and read a comment and had my answer. But thankyou sir for making it!

[@miladrahimi3283]

thanks dr. Heaton , this code is useful for me

[@ShadArfMohammed]

SMOTE and ADASYAN perform poorly on high dimentionality data (say 3000 features), can tabGAN outperform those two ?

[@henkhbit5748]

Interestting and useful. How's to generate master detail relationship?

[@chyldstudios]

How do GANs compare to SMOTE for synthetic data generation?

[@jonatapaulino]

Hey, congrats on the video. I want to generate synthetic data of emotions such as joy, treistness etc... Would it be possible to generate with GANS? I want to store this data to do some analysis. Thanks.

[@cynthiac2174]

Is it possible to do the same with WGAN?

[@Cecbr93837]

Thank you, really helpful !

[@gustavojuantorena]

Helpful! Thank you

[@kanjibrian1170]

can GANs generate tabular data from text?

[@user-zj1eu9dm7r]

Useful video !!

[@Mohamm-ed]

Is ok to apply this method to EEG as it time series data ?

[@aishwaryavpkadam]

did you try it?

[@jimimased1894]

tabgan utility super handy Jeff, thanks mate

[@HeatonResearch]

You bet!

[@sarfkaff9770]

Great

[@AmitabhSuman]

Hi Jeff.
Great Video. Something similar, i have been looking for. But I need to get in touch with you for your guidance over a problem I am trying to solve. I took up AI and ML field just so that I can solve a problem at hand.
Can you please help me with your mail ID or any means to contact you? It would be highly appreciated.
Thanks.

[@debasmitapal4084]

from tabgan.sampler import GANGenerator
This statement is not working. Getting error: 'ModuleNotFoundError: No module named 'ForestDiffusion'