Deep Learning At The Shallow End: Malware Classification For Non-Domain Experts

by Quan Le, Oisín Boydell, Brian Mac Namee & Mark Scanlon

Current malware detection and classification approaches generally rely on time consuming and knowledge intensive processes to extract patterns (signatures) and behaviors from malware, which are then used for identification. Moreover, these signatures are often limited to local, contiguous sequences within the data whilst ignoring their context in relation to each other and throughout the malware file as a whole. We present a Deep Learning based malware classification approach that requires no expert domain knowledge and is based on a purely data driven approach for complex pattern and feature identification.

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In this episode of the Forensic Focus podcast, Desi and Si discuss different online programming courses and what they think about the popular platform, Udemy. They also talk about Flipper, Dev boards, and Raspberry Pi, and delve into the fascinating phenomenon of running the classic game Doom on unlikely devices.

Throughout the episode, Desi and Si share their digital forensics expertise, referencing some of the cases they have been working on and highlighting particular methodologies and technologies that have an impact on cybersecurity.

Show Notes:

100 Days of Code: The Complete Python Pro Bootcamp for 2023 - https://www.udemy.com/course/100-days-of-code/

Domestika - https://www.domestika.org/en

MIT OpenCourseWare - https://www.youtube.com/@mitocw 

MasterClass - https://www.masterclass.com/

Raspberry Pi 400 Complete Kit - https://core-electronics.com.au/raspberry-pi-400-kit.html

Flipper Discord - https://discord.com/invite/flipper

Flipper Zero - https://flipperzero.one/

This Programmer Figured Out How to Play Doom on a Pregnancy Test - https://www.popularmechanics.com/science/a33957256/this-programmer-figured-out-how-to-play-doom-on-a-pregnancy-test/

Here’s a dude playing Doom Eternal on his fridge - https://www.polygon.com/2020/10/13/21514933/doom-eternal-refrigerator-door-samsung-smart-refrigerator-xbox-game-pass-richard-mallard

Doom hacker gets Doom running in Doom - https://www.pcgamer.com/doom-hacker-gets-doom-running-in-doom/

Doom Running On A Calculator Powered By Old Potatoes - https://kotaku.com/doom-running-on-a-calculator-powered-by-old-potatoes-1845374069

GoldenEra - https://www.imdb.com/title/tt11753760/

Racing the Beam - https://en.wikipedia.org/wiki/Racing_the_Beam

High Score (TV series) - https://en.wikipedia.org/wiki/High_Score_(TV_series)

Microcontroller Courses (Udemy) - https://www.udemy.com/topic/microcontroller/

The story of Final Fantasy XIV’s renegade do-good modders - https://www.pcgamesn.com/final-fantasy-xiv/ffxiv-modders-renegade-do-gooders

Logical fallacies - https://yourlogicalfallacyis.com/

In this episode of the Forensic Focus podcast, Desi and Si discuss different online programming courses and what they think about the popular platform, Udemy. They also talk about Flipper, Dev boards, and Raspberry Pi, and delve into the fascinating phenomenon of running the classic game Doom on unlikely devices.

Throughout the episode, Desi and Si share their digital forensics expertise, referencing some of the cases they have been working on and highlighting particular methodologies and technologies that have an impact on cybersecurity.

Show Notes:

100 Days of Code: The Complete Python Pro Bootcamp for 2023 - https://www.udemy.com/course/100-days-of-code/

Domestika - https://www.domestika.org/en

MIT OpenCourseWare - https://www.youtube.com/@mitocw

MasterClass - https://www.masterclass.com/

Raspberry Pi 400 Complete Kit - https://core-electronics.com.au/raspberry-pi-400-kit.html

Flipper Discord - https://discord.com/invite/flipper

Flipper Zero - https://flipperzero.one/

This Programmer Figured Out How to Play Doom on a Pregnancy Test - https://www.popularmechanics.com/science/a33957256/this-programmer-figured-out-how-to-play-doom-on-a-pregnancy-test/

Here’s a dude playing Doom Eternal on his fridge - https://www.polygon.com/2020/10/13/21514933/doom-eternal-refrigerator-door-samsung-smart-refrigerator-xbox-game-pass-richard-mallard

Doom hacker gets Doom running in Doom - https://www.pcgamer.com/doom-hacker-gets-doom-running-in-doom/

Doom Running On A Calculator Powered By Old Potatoes - https://kotaku.com/doom-running-on-a-calculator-powered-by-old-potatoes-1845374069

GoldenEra - https://www.imdb.com/title/tt11753760/

Racing the Beam - https://en.wikipedia.org/wiki/Racing_the_Beam

High Score (TV series) - https://en.wikipedia.org/wiki/High_Score_(TV_series)

Microcontroller Courses (Udemy) - https://www.udemy.com/topic/microcontroller/

The story of Final Fantasy XIV’s renegade do-good modders - https://www.pcgamesn.com/final-fantasy-xiv/ffxiv-modders-renegade-do-gooders

Logical fallacies - https://yourlogicalfallacyis.com/

YouTube Video UCQajlJPesqmyWJDN52AZI4Q_5f72B6DD5wk

Programming Languages, Flipper And Gaming

Forensic Focus 78 views 24th May 2023 11:43 am

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