A notebook explaining the principle of adversarial attacks and their defences

Overview

TL;DR: A notebook explaining the principle of adversarial attacks and their defences

Abstract:

Deep neural networks models have been wildly successful in many applications such as natural language processing, computer vision, speech, reinforcement learning and so on. These algorithms sometimes outperform human intelligence on several benchmarks. However, they are also sometimes seen as black boxes and their use in critical systems such as medicine, autonomous cars remains inhibited. In addition, an intriguing and worrying property for the use of neural networks is their brittleness to adversarial attacks method or out-of-distribution inputs. These adversarial attacks can cause a model with high accuracy to misclassify an image by applying a very small perturbation invisible to us humans. Thus, the application of an imperceptible disturbance to the input will cause a misclassification of the image.

Owner
Student at ISAE-Supaero Toulouse
Simple script to match riders with drivers.

theBestPooler Simple script to match riders with drivers. It's a greedy, unoptimised search, so no guarantees that it works. It just seems to work (ve

Devansh 1 Nov 22, 2021
Convert text with ANSI color codes to HTML or to LaTeX.

Convert text with ANSI color codes to HTML or to LaTeX.

PyContribs 326 Dec 28, 2022
A beacon generator using Cobalt Strike and a variety of tools.

Beaconator is an aggressor script for Cobalt Strike used to generate either staged or stageless shellcode and packing the generated shellcode using your tool of choice.

Capt. Meelo 441 Dec 17, 2022
Running a complete single-node all-in-one cluster instance of TIBCO ActiveMatrix™ BusinessWorks 6.8.0.

TIBCO ActiveMatrix™ BusinessWorks 6.8 Docker Image Image for running a complete single-node all-in-one cluster instance of TIBCO ActiveMatrix™ Busines

Federico Alpi 1 Dec 10, 2021
Collaboration project to creating bank application maded by Anzhelica Sakun and Yuriy Konyukh

Collaboration project to creating bank application maded by Anzhelica Sakun and Yuriy Konyukh

Yuriy 1 Jan 08, 2022
EloGGs 🎮 is a 1v1.LOL Trophy Boosting Program (PATCHED)

EloGGs 🎮 is an old patched 1v1.LOL boosting program I developed months ago, My team made around $1000 total off of this, but now it's been patched by the developers.

doop 1 Jul 22, 2022
CDM Device Checker for python

CDM Device Checker for python

zackmark29 79 Dec 14, 2022
An early stage integration of Hotwire Turbo with Django

Note: This is not ready for production. APIs likely to change dramatically. Please drop by our Slack channel to discuss!

Hotwire for Django 352 Jan 06, 2023
The repository for my video "Playing MINECRAFT with a WEBCAM"

This is the official repo for my video "Playing MINECRAFT with a WEBCAM" on YouTube Original video can be found here: https://youtu.be/701TPxL0Skg Red

Rishabh 27 Jun 07, 2022
Vita Specific Patches and Application for Doki Doki Literature Club (Steam Version) using Ren'Py PSVita

Doki-Doki-Literature-Club-Vita Vita Specific Patches and Application for Doki Doki Literature Club (Steam Version) using Ren'Py PSVita Contains: Modif

Jaylon Gowie 25 Dec 30, 2022
Some basic sorting algos

Sorting-Algos Some basic sorting algos HacktoberFest 2021 This repository consists of mezzo-level projects that undertake a simple task and perform it

Manthan Ghasadiya 7 Dec 13, 2022
SimplePyBLE - Python bindings for SimpleBLE

The ultimate fully-fledged cross-platform Python BLE library, designed for simplicity and ease of use.

Open Bluetooth Toolbox 27 Aug 28, 2022
My Analysis of the VC4 Assembly Code from the RPI4

My Analysis of the VC4 Assembly Code from the RPI4

Nicholas Starke 31 Jul 13, 2022
freeCodeCamp Scientific Computing with Python Project for Certification.

Time_Calculator_freeCodeCamp freeCodeCamp Scientific Computing with Python Project for Certification. Write a function named add_time that takes in tw

Rajdeep Mondal 1 Dec 23, 2021
Быстрый локальный старт

Быстрый локальный старт

Anton Ogorodnikov 1 Sep 28, 2021
原神抽卡记录导出

原神抽卡记录导出 抽卡记录分析工具 from @笑沐泽 抽卡记录导出工具js版,含油猴脚本可在浏览器导出 注意:我的是python版,带饼图的是隔壁electron版,功能类似 Wik

834 Jan 04, 2023
In this project, we are going to display the battery notification and the time left for the battery to drain out using the battery capacity value.

In this project, we are going to display the battery notification and the time left for the battery to drain out using the battery capacity value.

Ritoban Biswas 1 Dec 20, 2021
YBlade - Import QBlade blades into Fusion 360

YBlade - Import QBlade blades into Fusion 360 Simple script for Fusion 360 that takes QBlade blade description and constructs the blade: Usage First,

Jan Mrázek 37 Sep 25, 2022
This is a backport of the BaseExceptionGroup and ExceptionGroup classes from Python 3.11.

This is a backport of the BaseExceptionGroup and ExceptionGroup classes from Python 3.11. It contains the following: The exceptiongroup.BaseExceptionG

Alex Grönholm 19 Dec 15, 2022
Building an Investment Portfolio for Day Trade with Python

Montando um Portfólio de Investimentos para Day Trade com Python Instruções: Para reproduzir o projeto no Google Colab, faça o download do repositório

Paula Campigotto 9 Oct 26, 2021