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Axe IA et Science des données – LIRMM
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class="page-header--item page-titlebar "> <div class="page-titlebar-inner customify-container"> <h1 class="titlebar-title h4">Axe IA et Science des données</h1> </div> </div> <div id="site-content" class="site-content"> <div class="customify-container"> <div class="customify-grid"> <main id="main" class="content-area customify-col-9_sm-12"> <div data-elementor-type="wp-page" data-elementor-id="21256" class="elementor elementor-21256" data-elementor-post-type="page"> <section class="elementor-section elementor-top-section elementor-element elementor-element-a262460 elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="a262460" data-element_type="section"> <div class="elementor-container elementor-column-gap-default"> <div class="elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-ee47393" data-id="ee47393" data-element_type="column"> <div class="elementor-widget-wrap elementor-element-populated"> <div 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class="elementor-testimonial-details"> <a class="elementor-testimonial-name" href="https://www.lirmm.fr/annuaire/?qq=croitoru">Madalina CROITORU</a> <a class="elementor-testimonial-job" href="https://www.lirmm.fr/annuaire/?qq=croitoru">Animateur</a> </div> </div> </div> </div> </div> </div> </div> </div> <div class="elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-c613613" data-id="c613613" data-element_type="column"> <div class="elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-fcd8b7c elementor-widget elementor-widget-testimonial" data-id="fcd8b7c" data-element_type="widget" data-widget_type="testimonial.default"> <div class="elementor-widget-container"> <div class="elementor-testimonial-wrapper"> <div class="elementor-testimonial-meta elementor-has-image elementor-testimonial-image-position-aside"> <div class="elementor-testimonial-meta-inner"> <div class="elementor-testimonial-image"> <a 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https://www.lirmm.fr/wp-content/uploads/sites/3/2021/04/contact_MIC_LIRMM-2-768x666.jpg 768w" sizes="(max-width: 900px) 100vw, 900px" /></a> </div> <div class="elementor-testimonial-details"> <a class="elementor-testimonial-name" href="mailto:madalina.croitorou@lirmm.fr" target="_blank">Contact</a> </div> </div> </div> </div> </div> </div> </div> </div> </div> </section> <section class="elementor-section elementor-top-section elementor-element elementor-element-5d0fcc1 elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="5d0fcc1" data-element_type="section"> <div class="elementor-container elementor-column-gap-default"> <div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f5092d4" data-id="f5092d4" data-element_type="column"> <div class="elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-5ebb6d2 elementor-widget elementor-widget-text-editor" data-id="5ebb6d2" data-element_type="widget" data-widget_type="text-editor.default"> <div class="elementor-widget-container"> <h4><span style="color: #ff6600">Présentation générale</span></h4><p style="text-align: justify">L’intelligence artificielle et la science des données sont au cœur des activités du LIRMM depuis plusieurs décennies. L’importance à la fois scientifique et sociétale de ces thématiques est incontestable de nos jours.</p><p style="text-align: justify">Nos équipes de recherche contribuent aux aspects méthodologiques de l’IA symbolique et non-symbolique, avec un développement récent de travaux dans le domaine de l’apprentissage machine statistique. Elles visent le rapprochement entre nos activités de recherche bien établies en IA symbolique et celles plus récentes en IA numérique adoptées de plus en plus dans nos travaux. Elles ciblent aussi la mise en œuvre efficace et robuste de l’IA embarquée grâce aux paradigmes émergents de calcul, d’architectures et de technologies (calcul neuromorphique, mémoires résistives, …). Enfin, elles étudient de nombreuses applications de l’IA dans de nombreux domaines, tels que la robotique et la microélectronique. Nos équipes travaillent également sur la modélisation et le traitement de données, ainsi que l’ingénierie des connaissances en lien avec de nombreux domaines d’application, par exemple que l’environnement, l’agronomie, la santé. Les applications actuelles concernent un large éventail de domaines, tels que l’environnement, l’agronomie et la biologie (avec le CIRAD, l’INRAE et l’IRD), la santé (CHU, IDESP), la télédétection (Espace Dev, TETIS), les sciences humaines et sociales, la microélectronique et la robotique.</p><h4 style="text-align: justify"><span style="color: #ff6600">Nos Spécificités </span></h4><ul><li style="text-align: justify"><em>IA de confiance</em>: l’explicabilité de systèmes d’IA de type boîte noire en général, l’argumentation et le dialogue humain/machine, la robustesse des architectures matérielles dédiées à l’IA ;</li><li style="text-align: justify"><em>Fondements mathématiques de l’IA</em>: approches logiques et études algorithmiques et de complexité, réseaux neuronaux dynamiques prenant en compte la suppression des biais inductifs via les modèles dits « Transformers ».</li><li style="text-align: justify"><em>IA embarquée et IA frugale</em>: l’efficacité énergétique à travers d’une part, la conception et la programmation d’architectures d’accélérateurs matériels faible consommation et d’architectures neuro-inspirées. Les architectures ainsi étudiées ciblent les systèmes embarqués, par exemple en contexte distribué de type <em>edge computing</em>. D’autre part, on s’intéresse aux méthodes d’IA applicable à la gestion parcimonieuse de lacs de données frugaux stockant des masses de données dans l’attente de leur exploitation.</li></ul><h4><span style="color: #ff6600">Liste des équipes concernées par la thématique</span></h4><p><a href="https://www.lirmm.fr/recherche/equipes/advanse">ADVANSE</a>, <a href="https://www.lirmm.fr/recherche/equipes/coconut">COCONUT</a>, <a href="https://www.lirmm.fr/recherche/equipes/fado">FADO</a>, <a href="https://www.lirmm.fr/recherche/equipes/graphik">GraphiK</a>, <a href="https://www.lirmm.fr/recherche/equipes/icar">ICAR</a>, <a href="https://www.lirmm.fr/recherche/equipes/mab">MAB</a>, <a href="https://www.lirmm.fr/recherche/equipes/marel">MAREL</a>, <a href="https://www.lirmm.fr/recherche/equipes/smile">SMILE</a>, <a href="https://www.lirmm.fr/recherche/equipes/texte">TEXTE</a>, <a href="https://www.lirmm.fr/recherche/equipes/zenith">ZENITH</a>, <a href="https://www.lirmm.fr/recherche/equipes/adac">ADAC</a>, <a href="https://www.lirmm.fr/recherche/equipes/smarties">SmartIES</a>, <a href="https://www.lirmm.fr/recherche/equipes/test">TEST</a>, <a href="https://www.lirmm.fr/recherche/equipes/dexter">DEXTER</a>, <a href="https://www.lirmm.fr/recherche/equipes/idh">IDH</a></p><h4><span style="color: #ff6600">Action transverse spécifique </span></h4><ul><li style="text-align: justify">HAIR (Humain, IA & Robotique). Il s’agit d’une action transverse, conduite conjointement par des équipes des départements d’Informatique et de Robotique L’objectif de cette action est d’étudier les aspects pluridisciplinaires de l’interaction homme-robot. Dirigée par un informaticien (M. Croitoru) et un roboticien ayant une formation en neurosciences (G. Gowrishankare) , l’action organise régulièrement des rencontres entre les membres du LIRMM, a obtenu un financement INS2I pour étudier la médiation artificielle par des robots (travail de Master de S. Victor) et organise chaque année un atelier international (HRI@Montpellier).</li></ul><h4 style="text-align: justify"><span style="color: #ff6600">Collaborations et visibilité</span></h4><ul style="text-align: justify"><li>Partenariat local : IMAG (spécialiste de techniques d’IA numérique), ESPACE DEV (travaillant sur les ontologies et les contraintes), TETIS (spécialiste de données géo-spatiales) </li><li>Projets: ANR (<a href="https://www.lirmm.fr/projets-anr/">https://www.lirmm.fr/projets-anr/</a><u>)</u> et EU (<a href="https://www.lirmm.fr/projet-europeen/">https://www.lirmm.fr/projet-europeen/</a>)</li></ul><h4 style="text-align: justify"><span style="color: #ff6600">Animations </span></h4><ul><li><p>Le Séminaire<strong> Creativity and AI: Master Class by Markus Eronen and interdisciplinary round table, </strong>le 27 septembre 2024 de 14h à 17h Auditorium, St. Charles 2, Epsylon Laboratory, 2033 Av. Bouisson Bertrand, 34090 Montpellier</p></li><li><p>Le Séminaire d’<b>Agata Gurzawska </b>sur l’<b>Ethique et l’IA, </b>le jeudi 30 Novembre 2023 de 10h à 12h30 au LIRMM :<a href="https://www.lirmm.fr/2023/11/21/save-the-date-seminaire-dagata-gurzawska-sur-lethique-et-lia-jeudi-30-novembre-lirmm/" target="_blank" rel="noopener"> le programme</a></p></li><li>Le Séminaire Hybrid AI: Applications and Challenges qui aura lieu le mercredi 13 septembre 2023 de 9h30 à 14h au LIRMM : <a href="https://www.lirmm.fr/2023/07/20/save-the-date-seminaire-ia-hybride-applications-et-defis-mercredi-13-septembre-lirmm/">lire le programme</a></li><li style="text-align: justify">Workshop international dans le cadre de l’action transverse HAIR : “AI for improving machine interactions with humans and the environment”, 27 – 28 octobre 2021, Montpellier <a href="https://sites.google.com/view/hrimontpellier/home">https://sites.google.com/view/hrimontpellier/hom</a></li></ul> </div> </div> </div> </div> </div> </section> </div> </main><!-- #main --> </div><!-- #.customify-grid --> </div><!-- #.customify-container --> </div><!-- #content --> <footer class="site-footer" id="site-footer"> <div class="footer-main footer--row layout-full-contained" id="cb-row--footer-main" data-row-id="main" data-show-on="desktop"> <div class="footer--row-inner footer-main-inner dark-mode"> <div class="customify-container"> <div class="customify-grid customify-grid-top"><div class="customify-col-3_md-3_sm-6_xs-12 builder-item builder-first--footer-3" data-push-left="off-3 _sm-0"><div class="item--inner builder-item--footer-3" data-section="sidebar-widgets-footer-3" data-item-id="footer-3" ><div class="widget-area"><section id="text-11" class="widget widget_text"> <div class="textwidget"><p><a href="/wp-admin" target="_blank" rel="noopener">Accès rédacteur </a><br /> <a href="https://intranet.lirmm.fr" target="_blank" rel="noopener">Intranet</a><br /> <a href=" https://grr.ies.umontpellier.fr/grr/" target="_blank" rel="noopener">Réservation de salle</a></p> </div> </section></div></div></div><div class="customify-col-6_md-6_sm-6_xs-12 builder-item builder-first--footer-4" data-push-left="_sm-0"><div class="item--inner builder-item--footer-4" data-section="sidebar-widgets-footer-4" data-item-id="footer-4" ><div class="widget-area"><section id="text-12" class="widget widget_text"> <div class="textwidget"><p><a href="/informations-legales/">Informations légales</a></p> <p><a href="https://webmail.lirmm.fr/" target="_blank">Webmail</a></p> </div> </section></div></div></div></div> </div> </div> </div> <div class="footer-bottom footer--row layout-full-contained" id="cb-row--footer-bottom" data-row-id="bottom" data-show-on="desktop"> <div class="footer--row-inner footer-bottom-inner dark-mode"> <div class="customify-container"> <div class="customify-grid customify-grid-top"><div class="customify-col-6_md-6_sm-6_xs-12 builder-item builder-first--footer_copyright" data-push-left="_sm-0"><div class="item--inner builder-item--footer_copyright" data-section="footer_copyright" data-item-id="footer_copyright" ><div class="builder-footer-copyright-item footer-copyright"><p>Copyright © 2025 LIRMM</p> </div></div></div></div> </div> </div> </div> </footer></div><!-- #page --> <div id="scrolltop" class="scrolltop right"><i class="fa fa-angle-double-up"></i></div> <div id="customify_cookie_notice" class="customify_cookie_notice cn-position-bottom"> <span class="notice-content">We use cookies to ensure that we give you the best experience on our website. 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