GANs for Tabular Synthetic Data Generation (7.5)

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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.

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Jeff Heaton

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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 !

firasnacef

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

flabbergastedfrog

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!

sanyuktasharma

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

nirosetam

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

ShadArfMohammed

How do GANs compare to SMOTE for synthetic data generation?

chyldstudios

can GANs generate tabular data from text?

kanjibrian

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.

jonatapaulino

thanks dr. Heaton, this code is useful for me

miladrahimi

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

henkhbit

Could you share the requirements.txt file? the given path seemes deprecated

jaiswalharshita

tabgan utility super handy Jeff, thanks mate

jimimased

Is it possible to do the same with WGAN?

cynthiac

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

Mohamm-ed

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.

AmitabhSuman

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

debasmitapal

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