Malware Classification. Research Work with practical Project.

i have organization and have to assign work, regarding malware as under:-

My proposal is to work on classifying malware using CPU profiles of different types.

The idea would be to identify a fairly large number of features and test them in classifying malware with a different number of applications running.

For example, one could choose six applications, train a classifier for each, and then test its accuracy with different combinations of the six running applications.

A first design choice is then related to features. It would be nice to consider: CPU Time, Active Threads, User, Memory consumption, Energy consumption, Bytes Written, Bytes Read, Memory Area accessed, SysCalls, Sent Bytes, Received Bytes,

A second choice is how to encode these features. Our idea would be to generate feature vectors, embeddings, discretizing some properties of the time series, perhaps through SAX techniques, but also characterizing the series through the entropy or other and feed the vectors to classification algorithms or transductive learning to distinguish the profiles of different applications. To verify through an experiment how the degree of accuracy evolves as the number of running applications increases, I believe, would already be a very significant contribution.

create a virtual machine and install six software applications. You (1) first have to run applications separately to extract their profiles, (2) encoding the event log and verify you can classify it with good accuracy, (3) then organizing multiple executions where the software is executed in parallel, encode the event log and (4) verify if you can still classify the applications.

Compétences : Algorithme, Sécurité Informatique, Machine Learning (ML), Recherche, Python

En voir plus : work dietary project, internet research work, freelance investigative research work, format work place project, alfa adhi securities research work, written work sample project, best site find people work gaming project, work vb6 project vista, want work lamp project, work freelance project romanian, will resume work soon project starts, need research work project mba marketing, contract work available project metaphysical research, work aspnet project using subsonic, problem resolve work bases project, hierarchical project organization chart, research work 2008 different countries, mysql project organization

Concernant l'employeur :
( 0 commentaires ) Treviglio, Italy

Nº du projet : #30109670

5 freelances font une offre moyenne de 170 $ pour ce travail

(64 Commentaires)

Hello, I am an AI researcher with 3 years experience in deep learning field. My major fields are deep image processing, deep natural language processing, GAN and reinforcement learning. My experiences are image class Plus

%bids___i_sum_sub_35% %project_currencyDetails_sign_sub_36% USD en 10 jours
(17 Commentaires)

Hi! I'm 5 years experienced Data Scientist with theoretical and practical experience in Data Science, Machine Learning & Deep Learning ready to do your work in an efficient way with strong analytical and logical reason Plus

%bids___i_sum_sub_35% %project_currencyDetails_sign_sub_36% USD en 2 jours
(15 Commentaires)

I have seen through your requirements, and I am desperate to work for you. I am an expert in Python, Research, Computer Security, Algorithm, Machine Learning (ML) and interested in your project. I work and finish on t Plus

%bids___i_sum_sub_35% %project_currencyDetails_sign_sub_36% USD en 5 jours
(14 Commentaires)

Hi I am looking forward to helping you and achieving your target I have good experience in machine learning, I assume it will be made with conventional neural network I put a portfolio on my profile like your project a Plus

%bids___i_sum_sub_35% %project_currencyDetails_sign_sub_36% USD en 7 jours
(1 Évaluation)