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Ces 4 inconv\u00e9nients de l'intelligence artificielle peuvent faire peur. D\u00e9cryptage.","_yoast_wpseo_title":"Les 4 plus gros inconv\u00e9nients de l'intelligence artificielle","contenu_de_larticle":"L'intelligence artificielle, aussi appel\u00e9e IA, est annonc\u00e9e comme THE grande r\u00e9volution du XXIe si\u00e8cle.\r\n\r\nLe gouvernement a m\u00eame d\u00e9cid\u00e9 d'injecter 2 milliards d'euros dans la formation et le recrutement de sp\u00e9cialistes en intelligence artificielle. Tout de m\u00eame !\r\n\r\nCar son potentiel est cons\u00e9quent et fait r\u00eaver.\r\n\r\nSi les m\u00e9dias, films et jeux vid\u00e9os reprennent \u00e0 leur compte certaines applications futuristes, d'autres sont tr\u00e8s concr\u00e8tes :\r\n<ul>\r\n \t<li>la voiture autonome<\/li>\r\n \t<li>les algorithmes de d\u00e9tection de maladies canc\u00e9reuses<\/li>\r\n \t<li>l'analyse d'images<\/li>\r\n \t<li>la pr\u00e9diction 3D des prot\u00e9ines, qui permet d'it\u00e9rer beaucoup plus vite en biologie et sur la recherche de vaccins<\/li>\r\n<\/ul>\r\nUne entreprise qui entend parler d'intelligence artificielle en conclura qu'elle est la solution \u00e0 tout probl\u00e8me.\r\n\r\nQuand on veut passer \u00e0 l'action, c'est une autre paire de manches.\r\n\r\nRessources, comp\u00e9tences techniques, acculturation... Je vous dis tout dans cet article sur les freins \u00e0 l'adoption de l'intelligence artificielle.\r\n\r\nSpoiler alert : elle reste accessible \u00e0 tout le monde, avec simplement quelques connaissances. On vous en parle dans cet autre article.\r\n\r\n\u200d\r\n<h2>Inconv\u00e9nient 1 - Les contraintes techniques de l'intelligence artificielle<\/h2>\r\nCela peut sembler simple d'utiliser l'intelligence artificielle sans la comprendre. Malheureusement, le jour o\u00f9 vous allez devoir d\u00e9boguer, les choses risquent de se compliquer.\r\n\r\nN.B pour les plus novices d'entre nous : d\u00e9boguer signifie \u00e9liminer les anomalies de fonctionnement d'un programme.\r\n\r\nM\u00eame si je vous disais plus haut que l'intelligence artificielle est accessible \u00e0 tous, soyons honn\u00eates : de tr\u00e8s nombreuses comp\u00e9tences, comme l'informatique, l'ing\u00e9nierie et les maths sont mobilis\u00e9es.\r\n\r\nIl est donc essentiel d'essayer de comprendre les probl\u00e8mes d'optimisation et les diff\u00e9rents mod\u00e8les.\r\n\r\nLa premi\u00e8re difficult\u00e9 est la <strong>compr\u00e9hension des mod\u00e8les math\u00e9matiques<\/strong>.\r\n\r\nFondamentalement, si vous avez compris le principe d'optimisation, les algorithmes de machine learning ne sont rien d'autre que des fonctions particuli\u00e8res \u00e0 optimiser. Rien de plus, rien de moins\r\n\r\nLa seconde difficult\u00e9, ce sont les <strong>comp\u00e9tences techniques<\/strong>, et notamment le d\u00e9veloppement. Si la mod\u00e9lisation est essentielle, l'orchestration de l'entrainement et la mise en production sont aussi des \u00e9tapes-cl\u00e9s pour :\r\n<ul>\r\n \t<li>r\u00e9colter des donn\u00e9es en entr\u00e9e<\/li>\r\n \t<li>r\u00e9cup\u00e9rer un mod\u00e8le qui a d\u00e9j\u00e0 appris ou qui part de z\u00e9ro<\/li>\r\n \t<li>le faire apprendre<\/li>\r\n \t<li>v\u00e9rifier les r\u00e9sultats<\/li>\r\n \t<li>le mettre \u00e0 disposition pour les pr\u00e9dictions<\/li>\r\n<\/ul>\r\nSi on utilise une analogie, une fois que vous avez con\u00e7u le m\u00e9canisme de votre jouet, il faut ensuite cr\u00e9er la coque en plastique que vous allez utiliser pour l'habiller.\r\n\r\nEn parlant de d\u00e9veloppement, Python est le langage de pr\u00e9dilection pour l'intelligence artificielle. <a href=\"https:\/\/www.emil.school\/articles\/python-data-analyse\">Retrouvez ici notre cours gratuit pour apprendre les bases<\/a>.\r\n\r\nQuelques exemples d'outils \u00e0 ma\u00eetriser :\r\n<ul>\r\n \t<li>Flask et Django pour packager votre code en Python<\/li>\r\n \t<li>Mlflow pour le d\u00e9veloppement<\/li>\r\n \t<li>Airflow pour l'orchestration<\/li>\r\n \t<li>Docker et Kubernetes pour le d\u00e9ploiement<\/li>\r\n<\/ul>\r\nIl faut \u00e9galement garder \u00e0 l'esprit que chaque entreprise poss\u00e8de d\u00e9j\u00e0 son r\u00e9seau SI. \u00c7a peut donc \u00eatre un v\u00e9ritable challenge d'int\u00e9grer de nouveaux outils.\r\n<h2>Inconv\u00e9nient 2 - Les ressources pour entra\u00eener un algorithme d'intelligence artificielle<\/h2>\r\nAu-del\u00e0 des comp\u00e9tences techniques, les algorithmes d'intelligence artificielle sont aussi tr\u00e8s gourmands en ressources.\r\n\r\nPrenons l'exemple de GPT 3, une intelligence artificielle d\u00e9velopp\u00e9e par OpenAI, l\u2019entreprise de recherche en IA co-fond\u00e9e par Elon Musk. Elle est capable de cr\u00e9er du contenu \u00e9crit avec une structure de langage digne d\u2019un texte r\u00e9dig\u00e9 par un humain. Cette invention est l\u2019une des plus importantes avanc\u00e9es r\u00e9alis\u00e9es dans le domaine de l\u2019IA ces derni\u00e8res ann\u00e9es car l\u2019algorithme n\u2019a pas \u00e9t\u00e9 entrain\u00e9 pour une t\u00e2che pr\u00e9cise, il a une v\u00e9ritable \u201ccompr\u00e9hension\u201d globale du langage.\r\n\r\nEntra\u00eener un algorithme comme celui-ci n\u00e9cessite pr\u00e8s 45 To de donn\u00e9es textuelles. Si l'on prend une simple note textuelle sur votre ordinateur, elle p\u00e8se simplement quelques Ko, ce qui repr\u00e9sente pr\u00e8s de 45 milliards de Ko.\r\n\r\nSi vous vouliez h\u00e9berger GPT 3 en m\u00e9moire vive sur votre ordinateur, il vous faut 175 gigas de m\u00e9moire. Avec un PC puissant, vous cumulez seulement 16 gigas. Vous comprenez donc bien que ce syst\u00e8me est r\u00e9serv\u00e9 \u00e0 des infrastructures particuli\u00e8rement costaudes.\r\n\r\nIl faut savoir que c'est g\u00e9n\u00e9ralement la puissance de calcul qui co\u00fbte cher.\r\n\r\nSi vous souhaitez reproduire un GPT 3 par vos propres moyens, quand bien m\u00eame vous arrivez \u00e0 trouver les bonnes ressources, il vous faudrait 355 ann\u00e9es d'entra\u00eenement pour un total de 4,6 millions de dollars.\r\n<h2>Inconv\u00e9nient 3 - L'acculturation \u00e0 l'IA<\/h2>\r\nEn entreprise, quand on parle d'un projet data, tout le monde a g\u00e9n\u00e9ralement des \u00e9toiles dans les yeux. En r\u00e9alit\u00e9, la mise en place est g\u00e9n\u00e9ralement plus douloureuse.\r\n\r\nVoici une liste exhaustive des inconv\u00e9nients de l'intelligence artificielle pour l'acculturation :\r\n<ul>\r\n \t<li>La peur de l'inconnu : le fonctionnement des algorithmes d'IA peut sembler opaques \u00e0 certains. Or, ce manque de connaissance effraye et pose probl\u00e8me.<\/li>\r\n \t<li>Le cycle de d\u00e9veloppement relativement long : dans les faits, vous ne pourrez pas utiliser tel quel des mod\u00e8les d\u00e9j\u00e0 entra\u00een\u00e9s. Il vous faudra lancer des essais, jouer avec les param\u00e8tres et lancer d'autres essais. Le tout demande bon nombre de cycles de d\u00e9veloppement.<\/li>\r\n \t<li>La gouvernance : vous devez vous assurer de savoir o\u00f9 sont les donn\u00e9es et \u00e0 quoi elles correspondent \u00e0 tout moment. Les \u00e9quipes doivent \u00eatre sensibilis\u00e9es \u00e0 ces probl\u00e9matiques.<\/li>\r\n \t<li>Les probl\u00e8mes \u00e9thiques : effectivement, il est possible de se retrouver face \u00e0 des biais algorithmiques. \u00c0 garder en t\u00eate : ces biais d\u00e9pendent toujours des donn\u00e9es que vous int\u00e9grez lors de la phase d'entra\u00eenement. C'est ce qu'on appelle le \"trash in trash out\" : vous mettez des donn\u00e9es biais\u00e9es en entr\u00e9e, elle ressortent biais\u00e9es en sortie.<\/li>\r\n \t<li>Le retour sur investissement. Ce type de projet co\u00fbte tr\u00e8s cher : le recrutement des ing\u00e9nieurs, les ressources informatiques... Or, il est impossible de conna\u00eetre le revenu en amont du lancement. Aucun ROI n'est donc garanti.<\/li>\r\n \t<li>Le partage de r\u00e9sultat. Dans le cas o\u00f9 vos r\u00e9sultats contiennent des erreurs, il est tr\u00e8s difficile d'analyser finement ces derni\u00e8res. Quand vous travaillez sur des mod\u00e8les contenant des milliards de param\u00e8tres, vous ne saurez pas d\u00e9terminer le cheminement de votre algorithme. Il faut donc sensibiliser les parties prenantes et travailler \"l'explicabilit\u00e9\" de votre mod\u00e8le.<\/li>\r\n<\/ul>\r\n<h2>Inconv\u00e9nient 4 - L'intelligence artificielle et ses biais algorithmiques<\/h2>\r\n\u00c0 mon sens, il s'agit d'un des inconv\u00e9nients majeurs.\r\n\r\nRegardez n'importe quelle vid\u00e9o, par exemple un replay de The Voice. L'algorithme vous proposera ensuite d'autres vid\u00e9os de l'\u00e9mission, car il a \u00e9t\u00e9 optimis\u00e9 pour que vous restiez le plus longtemps possible sur la plateforme. Ce <a href=\"https:\/\/en.wiktionary.org\/wiki\/dwell_time\"><em>dwell-time<\/em><\/a> est d'ailleurs l'un des indicateurs les plus suivis par Youtube notamment.\r\n\r\nOn appelle cette m\u00e9thode le <em>collaborative filtering<\/em>. C'est notamment ce syst\u00e8me de recommandations qui a permis \u00e0 Netflix de se faire conna\u00eetre.\r\n\r\nDonc si vous regardez des vid\u00e9os complotistes, l'algorithme vous sugg\u00e8rera toujours plus de vid\u00e9os complotistes. Vous vous retrouverez donc avec une masse d'informations sur cette th\u00e9matique, potentiellement erron\u00e9es. Comme vous ne voyez que cette version de l'histoire, vous allez finir par y croire.\r\n\r\nCertains r\u00e9seaux sociaux, \u00e0 l'image de Youtube, tentent de lutter contre ce biais en d\u00e9cidant quel type de contenu peut \u00eatre montr\u00e9 ou non. On ouvre ici un autre d\u00e9bat, \u00e9thique celui-l\u00e0.\r\n\r\nOn recense aussi <a href=\"https:\/\/larevueia.fr\/les-5-plus-gros-fails-de-lintelligence-artificielle\/\" target=\"_blank\" rel=\"noopener\">bon nombre de cas de racisme<\/a> parmi les r\u00e9sultats des algorithmes. Comme je le disais plus haut, tout d\u00e9pend des donn\u00e9es qui ont \u00e9t\u00e9 int\u00e9gr\u00e9es en entr\u00e9e.\r\n\r\nJe vous conseille d\u2019ailleurs de regarder la <a href=\"https:\/\/www.youtube.com\/watch?v=QsopukD34gs\">vid\u00e9o AlgoTransparency<\/a> sur ce sujet si vous voulez aller plus loin.\r\n\r\nEst-ce que tous ces freins sont signe de mort des projets IA ? Bien s\u00fbr que non ! Paul vous explique tout dans <a href=\"https:\/\/www.emil.school\/articles\/librairies-ia-open-source\">cet autre article <\/a>!\r\n\r\n\u200d","_contenu_de_larticle":"field_6412588b55814","titre_de_la_banniere":"","_titre_de_la_banniere":"field_6422eb732c237","paragraphe_de_la_banniere":"","_paragraphe_de_la_banniere":"field_6422ed834a968","intitule_du_bouton_de_la_banniere":"","_intitule_du_bouton_de_la_banniere":"field_6422ed934a969","lien_du_bouton_de_la_banniere":null,"_lien_du_bouton_de_la_banniere":null,"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.5 (Yoast SEO v27.6) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Les 4 plus gros inconv\u00e9nients de l&#039;intelligence artificielle<\/title>\n<meta name=\"description\" content=\"Comp\u00e9tences techniques, ressources, acculturation et biais algorithmiques. Ces 4 inconv\u00e9nients de l&#039;intelligence artificielle peuvent faire peur. 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