{"id":463180,"date":"2024-10-16T17:41:57","date_gmt":"2024-10-16T15:41:57","guid":{"rendered":"https:\/\/www.ecinews.fr\/?p=463180"},"modified":"2024-10-16T17:44:16","modified_gmt":"2024-10-16T15:44:16","slug":"literal-labs-obtient-des-performances-ia-de-50x-grace-a-lapproche-tsetlin","status":"publish","type":"post","link":"https:\/\/www.ecinews.fr\/fr\/literal-labs-obtient-des-performances-ia-de-50x-grace-a-lapproche-tsetlin\/","title":{"rendered":"Literal Labs obtient des performances IA de 50x gr\u00e2ce \u00e0 l&rsquo;approche \u00ab\u00a0Tsetlin\u00a0\u00bb"},"content":{"rendered":"<h2>La jeune entreprise britannique Literal Labs a publi\u00e9 des donn\u00e9es de r\u00e9f\u00e9rence sur la d\u00e9tection des anomalies \u00e0 l&rsquo;aide du logiciel machine Tsetlin, qui montrent que les performances en mati\u00e8re d&rsquo;inf\u00e9rence ont \u00e9t\u00e9 multipli\u00e9es par 50 environ par rapport aux meilleures solutions alternatives.<\/h2>\n<p>Literal Labs a mesur\u00e9 les performances de l&rsquo;IA sur le <em>MLPerf Tiny Benchmark<\/em> de MLCommons en utilisant l&rsquo;ensemble de donn\u00e9es ToyADMOS, qui se concentre sur l&rsquo;identification des irr\u00e9gularit\u00e9s dans les donn\u00e9es audio. La d\u00e9tection d&rsquo;anomalies dans les donn\u00e9es audio est souvent un \u00e9l\u00e9ment fondamental de la maintenance pr\u00e9ventive.<\/p>\n<p>Le mod\u00e8le de logiciel d&rsquo;IA bas\u00e9 sur la machine Tsetlin a \u00e9t\u00e9 ex\u00e9cut\u00e9 sur un microcontr\u00f4leur 32 bits ARM standard et des comparaisons ont \u00e9t\u00e9 faites avec d&rsquo;autres mod\u00e8les de logiciels d&rsquo;IA sur le m\u00eame mat\u00e9riel. Le r\u00e9sultat est que le mod\u00e8le de Literal Labs surpasse l&rsquo;\u00e9tat de l&rsquo;art actuel sur le m\u00eame mat\u00e9riel en utilisant 52 fois moins d&rsquo;\u00e9nergie et en obtenant des r\u00e9sultats d&rsquo;inf\u00e9rence pr\u00e9cis 54 fois plus rapidement, a d\u00e9clar\u00e9 l&rsquo;entreprise.<\/p>\n<p>Literal Labs (Newcastle-upon-Tyne, Angleterre) est le nom commercial de Mignon Technologies Ltd., fond\u00e9e en 2023 par le professeur Alex Yakovlev et le professeur Rishad Shafik, tous deux universitaires \u00e0 l&rsquo;universit\u00e9 de Newcastle.<\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"nkCU8w2lS2\"><p><a href=\"https:\/\/www.eenewseurope.com\/en\/former-arm-executives-join-tsetlin-machine-startup\/\">Former Arm executives join &#8216;Tsetlin machine&#8217; startup<\/a><\/p><\/blockquote>\n<p><iframe class=\"wp-embedded-content lazyload\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;Former Arm executives join &#8216;Tsetlin machine&#8217; startup&#8221; &#8212; eeNews Europe\" data-src=\"https:\/\/www.eenewseurope.com\/en\/former-arm-executives-join-tsetlin-machine-startup\/embed\/#?secret=cToLO86nKh#?secret=nkCU8w2lS2\" data-secret=\"nkCU8w2lS2\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" data-load-mode=\"1\"><\/iframe><\/p>\n<p>Une machine de Tsetlin est un type d&rsquo;automate d&rsquo;apprentissage bas\u00e9 sur la logique propositionnelle. Ces \u00ab\u00a0machines\u00a0\u00bb logiques d&rsquo;apprentissage du comportement sont connues dans le monde universitaire pour leur compacit\u00e9 par rapport aux approches de r\u00e9seaux neuronaux. Literal Labs affirme que cette approche convient parfaitement \u00e0 l&rsquo;IA de pointe sur des MCU \u00e9conomiques \u00e0 faible consommation.<\/p>\n<p>Literal Labs construit des mod\u00e8les logiciels sur une combinaison de machines Tsetlin et d&rsquo;algorithmes de vote alli\u00e9s \u00e0 la binarisation et \u00e0 la compression. Dans le cas du benchmark, cela a permis d&rsquo;atteindre une taille de code de 7,29 koctets et est \u00e0 l&rsquo;origine de l&rsquo;augmentation de 50 fois des performances.<\/p>\n<p>L&rsquo;entreprise a test\u00e9 son mod\u00e8le en utilisant la carte de d\u00e9veloppement NUCLEO-STMH7A3ZI-Q, qui comporte un microcontr\u00f4leur 32 bits RISC ARM Cortex-M7.<\/p>\n<p>\u00ab\u00a0Ces r\u00e9sultats refl\u00e8tent notre volont\u00e9 de r\u00e9soudre les probl\u00e8mes critiques de l&rsquo;industrie tout en minimisant les co\u00fbts et l&rsquo;impact environnemental typiques des solutions bas\u00e9es sur l&rsquo;IA\u00a0\u00bb, a d\u00e9clar\u00e9 Leon Fedden, directeur technique de Literal Labs, dans un communiqu\u00e9. \u00ab\u00a0Cela change la donne pour la maintenance pr\u00e9dictive dans des secteurs allant de la fabrication \u00e0 la logistique, o\u00f9 les temps d&rsquo;arr\u00eat sont co\u00fbteux et o\u00f9 l&rsquo;efficacit\u00e9 est primordiale\u00a0\u00bb, a-t-il ajout\u00e9.<\/p>\n<p>L&rsquo;entreprise a publi\u00e9 un livre blanc d\u00e9taillant l&rsquo;analyse comparative, disponible sur son site web.<\/p>\n<h4>Liens et articles connexes :<\/h4>\n<p><a href=\"http:\/\/www.literal-labs.ai\">www.literal-labs.ai<\/a><\/p>\n<h4>Articles de presse :<\/h4>\n<p><u><a href=\"https:\/\/www.eenewseurope.com\/en\/vaire-co-founders-discuss-adiabatic-reversible-computing\/\">Les cofondateurs de Vaire discutent de l&rsquo;informatique r\u00e9versible adiabatique <\/a><\/u><\/p>\n<p><a href=\"https:\/\/www.eenewseurope.com\/en\/arm-engineering-veteran-joins-reversible-computing-startup\/\">Un v\u00e9t\u00e9ran de l&rsquo;ing\u00e9nierie d&rsquo;Arm rejoint une start-up sp\u00e9cialis\u00e9e dans l&rsquo;informatique r\u00e9versible<\/a><\/p>\n<p><a href=\"https:\/\/www.eenewseurope.com\/en\/infineon-selects-polyn-analog-neural-network-for-tpms\/\">Infineon choisit le r\u00e9seau neuronal analogique Polyn pour le syst\u00e8me TPMS<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>La jeune entreprise britannique Literal Labs a publi\u00e9 des donn\u00e9es de r\u00e9f\u00e9rence sur la d\u00e9tection des anomalies \u00e0 l&rsquo;aide du logiciel machine Tsetlin, qui montrent que les performances en mati\u00e8re d&rsquo;inf\u00e9rence ont \u00e9t\u00e9 multipli\u00e9es par 50 environ par rapport aux meilleures solutions alternatives. Literal Labs a mesur\u00e9 les performances de l&rsquo;IA sur le MLPerf Tiny [&hellip;]<\/p>\n","protected":false},"author":40,"featured_media":444195,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[8008,883],"tags":[3679,889,920,2198,8009],"domains":[47],"ppma_author":[3631,6199],"class_list":["post-463180","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-startups-fr","category-technologies","tag-ai-fr","tag-analog-fr","tag-artificialintelligence-fr","tag-ia","tag-machines-tsetlin","domains-electronique-eci"],"acf":[],"yoast_head":"<title>Literal Labs obtient des performances IA de 50x gr\u00e2ce \u00e0 &quot;Tset...<\/title>\n<meta name=\"description\" content=\"Literal Labs utilise la d\u00e9tection des anomalies \u00e0 l&#039;aide du logiciel machine Tsetlin, qui am\u00e9liore les performances d&#039;inf\u00e9rencede 50x\" 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