L'\u00e9tude de l'apprentissage automatique antagoniste se concentre sur l'interaction entre les syst\u00e8mes d'apprentissage automatique et leurs adversaires potentiellement nuisibles. Cette sp\u00e9cialit\u00e9 s'est d\u00e9velopp\u00e9e et diversifi\u00e9e au fil du temps, gr\u00e2ce au travail de nombreux chercheurs. Elle \u00e9tudie comment des entit\u00e9s nuisibles peuvent tirer parti des proc\u00e9dures d'apprentissage automatique et les manipuler, souvent dans le but d'\u00e9viter la d\u00e9tection ou d'induire une classification erron\u00e9e. Ce domaine englobe un large \u00e9ventail de m\u00e9thodes d'attaque, allant de la dissimulation de messages de spam \u00e0 la manipulation de syst\u00e8mes de v\u00e9hicules autonomes. Cette discipline se concentre non seulement sur l'identification et la compr\u00e9hension de ces menaces, mais aussi sur la formulation et l'ex\u00e9cution de strat\u00e9gies de d\u00e9fense robustes. Ces strat\u00e9gies peuvent englober diverses tactiques telles que des contre-mesures en plusieurs \u00e9tapes, des m\u00e9thodes d'identification du bruit et des m\u00e9thodes d'\u00e9valuation des r\u00e9percussions des attaques. La recherche et l'exploration continues dans ce domaine sont cruciales pour garantir la s\u00e9curit\u00e9 et la fiabilit\u00e9 des syst\u00e8mes d'apprentissage automatique.<\/p>","protected":false},"excerpt":{"rendered":"
The study of adversarial machine learning concentrates on the interplay between machine learning systems and their potentially damaging adversaries. This specialty has grown and diversified over time, thanks to the work of many researchers. It investigates how harmful entities can take advantage of and manipulate machine learning procedures, often with the goal of avoiding detection […]<\/p>\n","protected":false},"author":4,"featured_media":0,"menu_order":0,"template":"","meta":{"footnotes":""},"glossary-categories":[],"glossary-tags":[],"glossary-languages":[],"class_list":["post-4775","glossary","type-glossary","status-publish","hentry"],"post_title":"Adversarial machine learning","post_content":"The study of adversarial machine learning concentrates on the interplay between machine learning systems and their potentially damaging adversaries. This specialty has grown and diversified over time, thanks to the work of many researchers. It investigates how harmful entities can take advantage of and manipulate machine learning procedures, often with the goal of avoiding detection or inducing misclassification. This field encompasses a broad range of attack methods, from disguising spam messages to tampering with autonomous vehicle systems. Crucially, the focus of this discipline is not only on identifying and comprehending these threats, but also on formulating and executing robust defense strategies. These strategies may encompass various tactics such as multi-stage countermeasures, noise identification methods, and methods for assessing the repercussions of attacks. The continual research and exploration in this area are crucial for guaranteeing the security and dependability of machine learning systems.","_links":{"self":[{"href":"https:\/\/blog.sociamonials.com\/fr\/wp-json\/wp\/v2\/glossary\/4775","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.sociamonials.com\/fr\/wp-json\/wp\/v2\/glossary"}],"about":[{"href":"https:\/\/blog.sociamonials.com\/fr\/wp-json\/wp\/v2\/types\/glossary"}],"author":[{"embeddable":true,"href":"https:\/\/blog.sociamonials.com\/fr\/wp-json\/wp\/v2\/users\/4"}],"version-history":[{"count":0,"href":"https:\/\/blog.sociamonials.com\/fr\/wp-json\/wp\/v2\/glossary\/4775\/revisions"}],"wp:attachment":[{"href":"https:\/\/blog.sociamonials.com\/fr\/wp-json\/wp\/v2\/media?parent=4775"}],"wp:term":[{"taxonomy":"glossary-categories","embeddable":true,"href":"https:\/\/blog.sociamonials.com\/fr\/wp-json\/wp\/v2\/glossary-categories?post=4775"},{"taxonomy":"glossary-tags","embeddable":true,"href":"https:\/\/blog.sociamonials.com\/fr\/wp-json\/wp\/v2\/glossary-tags?post=4775"},{"taxonomy":"glossary-languages","embeddable":true,"href":"https:\/\/blog.sociamonials.com\/fr\/wp-json\/wp\/v2\/glossary-languages?post=4775"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}