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Cyberattack detection using Deep Learning and GAN

Hi,

I have a project on cyberattack detection, but the dataset is very imbalanced so I want to use 3 different GAN techniques (GAN, WCGAN, DRAGAN) to generate the data of the minority classes and then build an LSTM model for classification.

Tasks :

- Generate the data of the minority classes using 3 different GAN architectures (Traditional GAN, WCGAN, DRAGAN)

- Build an LSTM classifier with each generated data

- Compare the accuracy and plot ROC Curve

Here is the data:

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Skills: Deep Learning, Machine Learning (ML), Tensorflow, Python, Keras

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About the Employer:
( 11 reviews ) Tokyo, Japan

Project ID: #28288879

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Leggera

Hi! I have experience with GANs - I worked with RaGAN to generate the stock market data. I also used LSTM in my projects before. I use Pytorch for any NN implementations. It's not quite clear from the data which field More

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9 freelancers are bidding on average $333 for this job

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qaisrani123

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Tonyspychenko

Hi, Mr Mag H. I have read your requirement very carefully. I am an IT veteran who has 6+ years professional experience on both machine learning and deep learning development with python. Worked as a full stack develop More

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denzelakwanie

I am an experienced python developer with specialisation in machine learning and artificial intelligence. Your project is interesting , I have done related project using the genereative adversarial attacks on vehicle i More

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(4 Reviews)
3.0
sajjadtaghvaeifr

Hi, I hope you are doing fine. I have almost 10 years of experience in machine learning algorithms. I can implement various types of artificial intelligence algorithms including yours with Matlab, Python, JAVA and etc. More

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abdofaysal

i am a computer engineer specialized in deep learning and machine learning . expert in tensorflow ,keras ,pytorch. i made many projects like hand detection , hand gesture recognition , topology optimization , deep beli More

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anujfullstack

Hi there, We are a python web App development company from INDIA, Kindly send a message and lets discuss ...

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