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

en voir plus : run object detection using deep learning on raspberry pi 3 (3), breast cancer detection using deep learning, object detection using deep learning, vehicle detection using deep learning, facial emotion detection using deep learning, cardiac arrhythmia detection using deep learning, object detection using deep learning matlab, vehicle detection using deep learning github, shape detection using deep learning, parking lot vehicle detection using deep learning, spam detection using deep learning, fake news detection using deep learning github, plant disease detection using deep learning, malware detection using deep learning github, table detection using deep learning github, moving object detection using deep learning, fake news detection using deep learning, diabetic retinopathy detection using deep learning github, diabetic retinopathy detection using deep learning, parking lot vehicle detection using deep learning github

Concernant l'employeur :
( 11 commentaires ) Tokyo, Japan

Nº du projet : #28288879

Décerné à:

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 Plus

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9 freelances font une offre moyenne de 333 $ pour ce travail

(17 Commentaires)
6.4
qaisrani123

HI, I am experienced data scientist and using ML, deep learning and Time series analysis (Algo Trading) algorithms from last two years. I can handle your task by using Python(Tensorflow, keras, pytorch) and R Programmi Plus

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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 Plus

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3.6
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 Plus

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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. Plus

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2.6
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 Plus

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2.5
anujfullstack

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

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