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\flushright{Source: Wikipedia} \end{block} \vfill \end{frame} -\begin{frame}{État actuel} - \vfill - \begin{block}{Deep-learning / réseau de neurones} +\begin{frame}{Historique} +\end{frame} + +\begin{frame}{Une IA $\approx$ un modèle} + \begin{center} + \includegraphics[scale=0.15]{./fig/modele} + \end{center} + + \pause + \begin{block}{État actuel} IA performante pour une tache précise \end{block} - \vfill - \pause - \begin{block}{Limitations} - \begin{itemize} - \item L'IA ne sait pas se poser des questions par elle même. - \item Il n'existe pas d'IA généralistes. - \end{itemize} +\end{frame} + +\begin{frame}{Types d'intelligence artificielle} + \begin{block}{Avec supervision} + Les données d'entrainement sont fournis \textbf{avec} une réponse attendue. \end{block} - \vfill -\end{frame} - -\begin{frame}{Fonctionnement global} - \includegraphics[scale=0.5]{./fig/modele_prediction} -\end{frame} - -\begin{frame}{Oral du 3e trimestre \\ l'intelligence artificielle + autre theme} - - Vous passerez individuellement sur un oral de moins de 10minutes. Cet oral sera découpé en deux partie: une présentation sur un thème d'intelligence artificielle puis des questions réponses sur un thème d'enseignement scientifique que vous choisirez (entre SVT et maths). - - \begin{block}{Présentation sur l'IA} - Structure attendue (modulable après discussion avec l'enseignant) - \begin{itemize} - \item Le cadre d'utilisation - \item Les données d'entrainement - \item Classification mise en oeuvre par l'IA - \item Les biais ou les difficultés - \item Évolution dans le future - \end{itemize} + \begin{block}{Sans supervision} + Les données d'entrainement n'ont pas de réponse attendue a priori. + \end{block} + \begin{block}{Par renforcement} + La situation rend le but final difficile à atteindre, le modèle reçoit alors des récompenses et punitions au cours de ses tests successifs pour orienter le choix des paramètres. \end{block} - - \end{frame} -\begin{frame}{Thèmes} - \small - \begin{itemize} - \item (Techno) Voiture autonome +\begin{frame}{Apprentissage par supervision} - \href{https://www.numerama.com/vroom/704665-en-france-qui-est-responsable-legalement-en-cas-daccident-en-voiture-autonome.html}{En France, qui est responsable légalement en cas d’accident en voiture autonome ?} + \begin{minipage}{0.45\linewidth} + \begin{block}{Classification} + Les données sont à regrouper dans des catégories. + \begin{center} + \includegraphics[scale=0.5]{./fig/classification} + \end{center} + \end{block} + \end{minipage} + \hfill + \begin{minipage}{0.45\linewidth} + \begin{block}{Regression} + Les données sont utilisées pour prédire une valeur. + \begin{center} + \includegraphics[scale=0.5]{./fig/regression} + \end{center} + \end{block} + \end{minipage} - \item (Droit/Sociologie) Utilisation des IA en justice et biais - - - \href{https://www.numerama.com/politique/705218-racisme-sexisme-les-ia-peuvent-elles-supprimer-les-discriminations-dans-les-affaires-judiciaires.html}{Racisme, sexisme : les IA peuvent-elles supprimer les discriminations dans les affaires judiciaires ?} - - \href{https://www.numerama.com/tech/322425-pas-plus-efficace-que-les-humains-lalgo-qui-veut-predire-la-criminalite-est-epingle.html}{Pas plus efficace que les humains, l’algo qui veut prédire la criminalité est épinglé} - - \href{https://www.numerama.com/politique/172272-aux-usa-logiciel-aide-juges-a-devenir-racistes.html}{Aux USA, un logiciel aide les juges à devenir racistes} - - \item (SVT - chimie) Deepmind et le pliage de protéine - - \href{https://www.sciencesetavenir.fr/fondamental/biologie-cellulaire/alphafold-l-intelligence-artificielle-revolutionnaire-pour-la-recherche-en-proteomique_149674}{AlphaFold, l’intelligence artificielle révolutionnaire pour la recherche en protéomique} - - \item (Jeux) jeux de plateau et jeux en ligne - - \href{https://www.lesechos.fr/tech-medias/intelligence-artificielle/une-intelligence-artificielle-de-deepmind-sacree-grand-maitre-au-jeu-video-starcraft-1144358}{Une intelligence artificielle de DeepMind sacrée « grand maître » au jeu vidéo StarCraft} - \end{itemize} \end{frame} - -\begin{frame}{Thèmes (suite)} - \small - \begin{itemize} - \item (Finance) micro trading - régulation - - \href{https://www.compta-online.com/intelligence-artificielle-et-finance-cas-usage-ethique-et-securite-ao4026}{Intelligence artificielle et finance : cas d'usage, éthique et sécurité} - \href{https://www.lesechos.fr/idees-debats/cercle/finance-lintelligence-artificielle-au-centre-de-la-strategie-de-securite-135050}{Finance : l'intelligence artificielle au centre de la stratégie de sécurité} - - \item (Sociologie) deep fake - - \href{https://www.silicon.fr/avis-expert/deepfake-lia-pourrait-influencer-les-prochaines-elections-americaines#}{Deepfake : l’IA pourrait influencer les prochaines élections américaines} - - \href{https://www.lebigdata.fr/deepfake-tout-savoir}{Deepfake : tout savoir sur la nouvelle menace liée à l’IA} - - \href{https://www.youtube.com/watch?v=MFHkV6L4sx8}{Plus personne n’est à l'abri, nous ne sommes plus les mêmes ! Apprenez le DeepFake.} - - \item (Imagerie) reconstitution d'image - - \href{https://www.journaldugeek.com/2020/06/15/ia-images-floues-hd/}{Cette IA transforme des photos floues en impressionnants portraits HD} - \href{https://www.futura-sciences.com/tech/actualites/intelligence-artificielle-ia-capable-reconstituer-images-hors-champ-camera-78787/}{Une IA capable de reconstituer les images hors-champ d'une caméra} - \end{itemize} -\end{frame} - -\begin{frame}{Thèmes (suite)} - \small - \begin{itemize} - - \item (Sociologie) Surveillance de la population - - \href{https://intelligence-artificielle.developpez.com/actu/284159/La-police-chinoise-utilise-une-camera-basee-sur-l-IA-et-des-analyses-raciales-pour-suivre-les-Ouighours-et-les-distinguer-de-la-majorite-Han/}{La police chinoise utilise une caméra basée sur l'IA et des analyses raciales pour suivre les Ouïghours} - - \href{https://www.ibm.com/blogs/ibm-france/2019/05/20/lia-permet-de-piloter-des-systemes-de-videosurveillance-a-grande-echelle/}{L’IA permet de piloter des systèmes de vidéosurveillance à grande échelle} - - - \item (Sociologie) Profilage marketing - - \href{https://www.kameleoon.com/fr/blog/intelligence-artificielle-marketing-digital}{Marketing digital : pourquoi utiliser l'Intelligence Artificielle ?} - \href{https://ia-data-analytics.fr/intelligence-artificielle/marketing/}{L’intelligence artificielle : un atout pour le marketing} - - \item (Energie) Smartgrid - - \href{https://journal.ccas.fr/smart-grids-lenergie-sous-intelligence-artificielle/}{Smart grids : l’énergie sous intelligence artificielle} - - \item (Médecine) Détection de cancers du sein - - \href{https://www.numerama.com/sciences/300328-lia-futur-outil-pour-la-prevention-du-cancer-du-sein.html}{L’IA, futur outil pour la prévention du cancer du sein ?} - - \href{https://www.sciencesetavenir.fr/sante/cancer/une-intelligence-artificielle-pour-predire-le-cancer-du-sein_134056}{Dépistage : l'IA du MIT qui prédit l'apparition du cancer du sein} - - \end{itemize} -\end{frame} - \end{document} %%% Local Variables: diff --git a/Enseignement_Scientifique/03_Informatique_et_IA/fig/classification.png b/Enseignement_Scientifique/03_Informatique_et_IA/fig/classification.png new file mode 100644 index 0000000000000000000000000000000000000000..ecb400bb0bf60da64c589310dc15b63279575812 GIT binary patch literal 25315 zcmYgX18^i=w2qUFHpa%bZQC1TV%xT{@y1RzPA0Z(ZL+a#n{WPC^{U=fb@z1Nsp+0` z?m6FgzI!H0Sy2iJ{s%l57#Na_wD?cZaUHZRz`=m_Pu~>I!N9;nt;EEXWyHjY9i1J_ zt!&M}z^D`b5(T6Ogz<+A=4B;lkr_yL6AE}&Bx1N1X)y{!%Q1D_nA`3VGTF~_I% z`ugIBDneo!fXKjL;%D&P)7?MEq!gb_G>wrr+pR=bmjaiY;G&hoYHSH$YE!KB<$uzd zs-pWep_qT6?83=SE*!CDu=9^B3HbVU#oW+exdgTG90`>?B3z36TP$ZEPbP3m0Ld#Xm!OqUi-W5#D+04k*%#_%}%GHusN=89h zGYAr?z=)!tpkO?kFS6SQOLTtw`TlY@MBuSblFDSj2<*I-om*e0e_XX;x&e7b9lV82 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