{"id":302805,"date":"2025-02-13T17:03:00","date_gmt":"2025-02-13T16:03:00","guid":{"rendered":"https:\/\/sherpas.com\/blog\/?p=302805"},"modified":"2025-11-26T18:02:18","modified_gmt":"2025-11-26T17:02:18","slug":"histoire-ia","status":"publish","type":"post","link":"https:\/\/sherpas.com\/blog\/histoire-ia\/","title":{"rendered":"L&rsquo;histoire de l\u2019intelligence artificielle : des d\u00e9buts \u00e0 nos jours \ud83d\udcbb"},"content":{"rendered":"\n<p>Tu t\u2019es d\u00e9j\u00e0 demand\u00e9 <strong>comment l\u2019intelligence artificielle a \u00e9t\u00e9 invent\u00e9e <\/strong>? C\u2019est plut\u00f4t fou qu\u2019on est pass\u00e9 de vieux ordis \u00e0 des machines capables d\u2019\u00e9crire des textes, de battre les meilleurs joueurs d\u2019\u00e9checs et m\u00eame de cr\u00e9er des images ! \ud83e\udd16<\/p>\n\n\n\n<p>L\u2019histoire de l\u2019IA, c\u2019est<strong> une aventure faite de d\u00e9couvertes r\u00e9volutionnaires<\/strong>. Dans cet article, on va remonter le fil du temps pour explorer ses d\u00e9buts et comprendre son \u00e9volution jusqu\u2019aux IA d\u2019aujourd\u2019hui. \ud83d\ude80<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"les-debuts-de-lia-1943-1960\">Les d\u00e9buts de l\u2019IA (1943-1960)<\/h2>\n\n\n\n<p>L\u2019id\u00e9e que des machines puissent penser ne date pas d\u2019hier. Mais il a fallu attendre le XXe si\u00e8cle pour que des scientifiques s\u2019y attaquent s\u00e9rieusement (et surtout, qu\u2019ils disposent de la technologie n\u00e9cessaire).<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"les-premiers-modeles-de-neurones-artificiels-1943\">Les premiers mod\u00e8les de neurones artificiels (1943) \ud83c\udfd7\ufe0f<\/h3>\n\n\n\n<p>Tout commence en 1943 avec <strong>Warren McCulloch<\/strong> et<strong> Walter Pitts<\/strong>, deux chercheurs qui imaginent un<strong> mod\u00e8le math\u00e9matique de neurones artificiels<\/strong>. Leur approche reste <strong>th\u00e9orique <\/strong>: ils ne construisent pas de machine, mai<strong>s posent les bases d\u2019un syst\u00e8me capable de traiter l\u2019information comme un cerveau<\/strong>, avec des neurones interconnect\u00e9s qui s\u2019activent ou non selon certaines r\u00e8gles logiques.&nbsp;<\/p>\n\n\n\n<p>C\u2019est une avanc\u00e9e \u00e9norme ! M\u00eame si leur mod\u00e8le est tr\u00e8s <strong>simpliste<\/strong>, il d\u00e9veloppe les<strong> bases des futurs r\u00e9seaux neuronaux<\/strong> qui dominent l\u2019IA aujourd\u2019hui.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"alan-turing-et-le-test-de-lintelligence-1950\">Alan Turing et le test de l\u2019intelligence (1950) \ud83e\udd16<\/h3>\n\n\n\n<p>Difficile de parler des d\u00e9buts de l\u2019IA sans \u00e9voquer <strong>Alan Turing<\/strong>. Ce g\u00e9nie britannique, connu pour avoir<strong> cass\u00e9 le code Enigma pendant la Seconde Guerre mondial<\/strong>e, pose une question provocante en 1950 : <em>\u00ab\u00a0Une machine peut-elle penser ?\u00a0\u00bb<\/em><\/p>\n\n\n\n<p>Il propose un test, qu\u2019on appelle aujourd\u2019hui <strong>le test de Turing<\/strong>. Le principe est simple :<strong> si une machine peut tenir une conversation indiscernable de celle d\u2019un humain, alors elle peut \u00eatre consid\u00e9r\u00e9e comme \u00ab\u00a0intelligente\u00a0\u00bb<\/strong>.<\/p>\n\n\n\n<p>Ce test reste encore aujourd\u2019hui une r\u00e9f\u00e9rence dans le d\u00e9bat sur l\u2019intelligence des machines.<\/p>\n\n\n<section class=\"you-know\">\n                <div class=\"you-know__title\"><\/div>\n                        <div class=\"you-know__text\">\n            <p><span style=\"font-weight: 400;\">Turing a<\/span><b> pos\u00e9 les bases de l\u2019informatique moderne<\/b><span style=\"font-weight: 400;\"> et de la r\u00e9flexion sur l\u2019intelligence artificielle. <\/span><b>Sans lui, il n\u2019y aurait probablement pas d\u2019IA moderne.<\/b><\/p>\n<p>&nbsp;<\/p>\n<p><b>Si le sujet t\u2019int\u00e9resse, on te conseille de regarder le film <\/b><b><i>Imitation Game <\/i><\/b><span style=\"font-weight: 400;\">(2014). Il raconte l\u2019histoire du d\u00e9cryptage du code Enigma et comment Turing a jou\u00e9 un r\u00f4le cl\u00e9 dans la d\u00e9faite des nazis. <\/span><\/p>\n\n        <\/div>\n              <\/section>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"la-conference-de-dartmouth-1956\">La conf\u00e9rence de Dartmouth (1956) \ud83c\udf89<\/h3>\n\n\n\n<p>En 1956, une petite r\u00e9volution se produit \u00e0<strong> Dartmouth College<\/strong>, aux \u00c9tats-Unis. Un groupe de chercheurs, men\u00e9 par <strong>John McCarthy<\/strong> et <strong>Marvin Minsky<\/strong>, organise une conf\u00e9rence o\u00f9 ils introduisent officiellement le terme <strong>\u201cintelligence artificielle\u201d<\/strong>.<\/p>\n\n\n\n<p><strong>Leur ambition<\/strong> : construire des<strong> machines capables de simuler la pens\u00e9e humain<\/strong>e. Ils sont persuad\u00e9s que, dans quelques ann\u00e9es, l\u2019IA surpassera les humains dans de nombreuses t\u00e2ches.Bon, ils ont \u00e9t\u00e9 un peu trop optimistes. \ud83d\ude05 Mais cette conf\u00e9rence marque le d\u00e9but officiel de la discipline. <strong>L\u2019IA est n\u00e9e !<\/strong><\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/media.giphy.com\/media\/l1J9FiGxR61OcF2mI\/giphy.gif?cid=790b7611504z561pnrrvcuywur82d4jkb3uu8lolej1ijvu7&amp;ep=v1_gifs_search&amp;rid=giphy.gif&amp;ct=g\" alt=\"Femme qui dit &quot;wow\" style=\"width:242px;height:auto\"\/><\/figure>\n<\/div>\n\n<section class=\"read-also\">\n    <p class=\"read-also__title\">\u00c0 lire aussi<\/p>\n            <div class=\"read-also__list\">\n            <p><strong><a href=\"https:\/\/sherpas.com\/blog\/types-ia\/\"><b>Tout sur les 4 types d\u2019IA<\/b><\/a><\/strong><\/p>\n\n        <\/div>\n    <\/section>\n\n\n<section class=\"push \">\n        <div >\n            \n                                                <div class=\"push__container  qcd\" data-target=\"_self\" data-qcd=\"aHR0cHM6Ly9zaGVycGFzLmNvbS9mdW5uZWwtc3R1ZGVudC1xdWFsaWZpY2F0aW9u\" data-banner=\"2\" data-name=\"Cours part&amp;rsquo; global #1 = CPG1\" style=\"background-color: #F3FBF7\" >\n                                                                        <div class=\"push__teachers\">\n    <div class=\"d-flex justify-content-center d-md-none\">\n        <img decoding=\"async\" class=\"push__logo\" src=\"\/content\/themes\/sherpas-theme\/dist\/images\/logo.svg\" alt=\"Logo Sherpas\">\n    <\/div>\n    <div class=\"swiper\">\n        <div class=\"swiper-wrapper\">\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                        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xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">22\u20ac\/h\/h<\/p>                     <\/div>\n                <\/div>\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                            \n                            style=\"background-image: url(https:\/\/sherpas.com\/content\/uploads\/2022\/01\/Fabien2x.png);\"\n                        >\n                    <\/div>\n                         <p class=\"push__teachers-name\">Fabien<\/p>                          <p class=\"push__teachers-school\">T\u00e9l\u00e9com Paris<\/p>                                                     <div class=\"push__teachers-note\">\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">20\u20ac\/h<\/p>                     <\/div>\n                <\/div>\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                            \n                            style=\"background-image: url(https:\/\/sherpas.com\/content\/uploads\/2022\/01\/Sophie2x.png);\"\n                        >\n                    <\/div>\n                         <p class=\"push__teachers-name\">Sophie<\/p>                          <p class=\"push__teachers-school\">Sciences Po Bordeaux<\/p>                                                     <div class=\"push__teachers-note\">\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">12\u20ac\/h<\/p>                     <\/div>\n                <\/div>\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                            \n                            style=\"background-image: url(https:\/\/sherpas.com\/content\/uploads\/2022\/01\/Victor2x.jpg);\"\n                        >\n                    <\/div>\n                         <p class=\"push__teachers-name\">Victor<\/p>                          <p class=\"push__teachers-school\">ESCP<\/p>                                                     <div class=\"push__teachers-note\">\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">25\u20ac\/h<\/p>                     <\/div>\n                <\/div>\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                            \n                            style=\"background-image: url(https:\/\/sherpas.com\/content\/uploads\/2022\/01\/Olivier2x.png);\"\n                        >\n                    <\/div>\n                         <p class=\"push__teachers-name\">Olivier<\/p>                          <p class=\"push__teachers-school\">La Sorbonne<\/p>                                                     <div class=\"push__teachers-note\">\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">13\u20ac\/h<\/p>                     <\/div>\n                <\/div>\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                            \n                            style=\"background-image: url(https:\/\/sherpas.com\/content\/uploads\/2022\/01\/Louise2x.png);\"\n                        >\n                    <\/div>\n                         <p class=\"push__teachers-name\">Louise<\/p>                          <p class=\"push__teachers-school\">Mines ParisTech<\/p>                                                     <div class=\"push__teachers-note\">\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">24\u20ac\/h<\/p>                     <\/div>\n                <\/div>\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                            \n                            style=\"background-image: url(https:\/\/sherpas.com\/content\/uploads\/2022\/01\/Simon2x.jpg);\"\n                        >\n                    <\/div>\n                         <p class=\"push__teachers-name\">Simon<\/p>                          <p class=\"push__teachers-school\">4e ann\u00e9e de m\u00e9decine<\/p>                                                     <div class=\"push__teachers-note\">\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">26\u20ac\/h<\/p>                     <\/div>\n                <\/div>\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                            \n                            style=\"background-image: url(https:\/\/sherpas.com\/content\/uploads\/2022\/01\/Cle\u0301mence2x.png);\"\n                        >\n                    <\/div>\n                         <p class=\"push__teachers-name\">Cl\u00e9mence<\/p>                          <p class=\"push__teachers-school\">HEC Paris<\/p>                                                     <div class=\"push__teachers-note\">\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">21\u20ac\/h\/h<\/p>                     <\/div>\n                <\/div>\n                    <\/div>\n    <\/div>\n<\/div>\n                                                    <div class=\"push__content\">\n                                                            <div  class=\"d-none d-md-block\" >\n                                    <img decoding=\"async\" class=\"push__logo\" src=\"\/content\/themes\/sherpas-theme\/dist\/images\/logo.svg\"\n                                        alt=\"Logo Sherpas\">\n                                <\/div>\n                                                                                        <div class=\"push__title\"><p>Ton premier cours particulier est offert ! <span role=\"img\" aria-label=\"\ud83c\udf81\">\ud83c\udf81<\/span><!-- notionvc: 91b6b7d7-50f2-46f4-ae1f-ecbabe834aad --><\/p>\n<\/div>\n                                                                                        <div class=\"push__text\"><p>Nos profs sont pass\u00e9s par les meilleures \u00e9coles et universit\u00e9s.<!-- notionvc: 21bb66b6-b36d-4ce8-8950-173722d75a1e --><\/p>\n<p>&nbsp;<\/p>\n<\/div>\n                                                        <div class=\"push__promo-button   \">\n                                                                                                    <div\n                                        class=\"btn btn-primary\"\n                                        style=\"color: #ffffff; border-color: ; background-color: \"\n\n                                    >\n                                        J&rsquo;EN PROFITE MAINTENANT !\n                                    <\/div>\n                                                            <\/div>\n                                                    <\/div>\n                                    <\/div>\n                                    <\/div>\n    <\/section>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"les-annees-60-80-une-periode-dexperimentation\">Les ann\u00e9es 60-80 : une p\u00e9riode d\u2019exp\u00e9rimentation \ud83d\udd0d<\/h2>\n\n\n\n<p>Les chercheurs de l\u2019IA veulent transformer leurs id\u00e9es en r\u00e9alit\u00e9 et <strong>se mettent \u00e0 exp\u00e9rimenter.<\/strong> Mais si certaines avanc\u00e9es sont impressionnantes, elles r\u00e9v\u00e8lent aussi les limites des approches utilis\u00e9es\u2026<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"lia-symbolique-et-les-premiers-algorithmes-heuristiques-annees-60\">L\u2019IA symbolique et les premiers algorithmes heuristiques (ann\u00e9es 60) \ud83c\udfdb\ufe0f<\/h3>\n\n\n\n<p>Dans les ann\u00e9es 60, l\u2019IA repose sur une id\u00e9e simple :<strong> pour qu\u2019une machine r\u00e9fl\u00e9chisse, il faut qu\u2019elle manipule des symboles et des r\u00e8gles logiques<\/strong>, comme un humain le ferait.&nbsp;<\/p>\n\n\n\n<p>C\u2019est ce qu\u2019on appelle <strong>l\u2019IA symbolique<\/strong>. On cr\u00e9e alors des <strong>algorithmes <\/strong>capables de r\u00e9soudre des probl\u00e8mes complexes en suivant des instructions pr\u00e9cises.<\/p>\n\n\n<section class=\"you-know\">\n                <div class=\"you-know__title\"><p><b>Un exemple marquant <\/b><\/p>\n<\/div>\n                        <div class=\"you-know__text\">\n            <p><span style=\"font-weight: 400;\">\u00a0<\/span><b>Le programme Logic Theorist (1956),<\/b><span style=\"font-weight: 400;\"> d\u00e9velopp\u00e9 par Allen Newell et Herbert Simon. Ce logiciel \u00e9tait capable de d\u00e9montrer des th\u00e9or\u00e8mes math\u00e9matiques, et parfois m\u00eame de trouver des preuves plus \u00e9l\u00e9gantes que celles des humains !<\/span><\/p>\n\n        <\/div>\n              <\/section>\n\n\n\n<p><strong>Mais il y a un hic<\/strong> : ces IA fonctionnent bien pour des probl\u00e8mes tr\u00e8s encadr\u00e9s, mais <strong>d\u00e8s qu\u2019on leur donne une t\u00e2che plus vague, elles se retrouvent bloqu\u00e9es<\/strong>. Il reste encore beaucoup de travail \u00e0 faire pour la rapprocher de l\u2019IA d\u2019aujourd\u2019hui.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"lage-dor-des-systemes-experts-1970-1980\">L\u2019\u00e2ge d\u2019or des syst\u00e8mes experts (1970-1980) \ud83e\udde0<\/h3>\n\n\n\n<p>Face aux limites des algorithmes symboliques, les chercheurs se tournent vers une nouvelle approche : <strong>les syst\u00e8mes experts<\/strong>. Plut\u00f4t que de tout calculer, une IA peut <strong>imiter les experts humains<\/strong> en s\u2019appuyant sur une base de connaissances et un moteur d\u2019inf\u00e9rence.<\/p>\n\n\n\n<p>Les premiers syst\u00e8mes experts font sensation. <strong>MYCIN<\/strong>, par exemple, d\u00e9velopp\u00e9 dans les ann\u00e9es 70, \u00e9tait un programme <a href=\"https:\/\/www.forbes.com\/sites\/gilpress\/2020\/04\/27\/12-ai-milestones-4-mycin-an-expert-system-for-infectious-disease-therapy\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>capable de diagnostiquer des infections sanguines<\/strong><\/a> et de recommander des traitements. <strong>C\u2019est r\u00e9volutionnaire !<\/strong><\/p>\n\n\n\n<p>Cependant, cette p\u00e9riode d\u2019enthousiasme cache d\u00e9j\u00e0 les<strong> premiers signes de difficult\u00e9s<\/strong>. \u00c0 partir de 1974, un \u00ab\u00a0<a href=\"https:\/\/www.lesechos.fr\/2017\/08\/1973-le-premier-hiver-arrive-sur-lia-181211\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>hiver de l\u2019IA<\/strong><\/a>\u00a0\u00bb commence \u00e0 se dessiner. Plusieurs rapports critiques, notamment celui de<strong> James Lighthill<\/strong>, montrent un <strong>manque de progr\u00e8s concrets<\/strong> dans des domaines comme la robotique. Malgr\u00e9 des avanc\u00e9es int\u00e9ressantes, l\u2019IA n\u2019a <strong>pas encore atteint les objectifs ambitieux<\/strong> fix\u00e9s au d\u00e9but. Cela commence \u00e0<strong> freiner les financements<\/strong> et l&rsquo;enthousiasme autour des projets.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"les-limites-et-le-deuxieme-hiver-de-lia-annees-80\">Les limites et le deuxi\u00e8me hiver de l\u2019IA (ann\u00e9es 80) \u2744\ufe0f<\/h3>\n\n\n\n<p>Les ann\u00e9es 80 ont des probl\u00e8mes similaires \u00e0 la fin des ann\u00e9es 70 :&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Co\u00fbts trop \u00e9lev\u00e9s<\/strong> : la cr\u00e9ation et la maintenance des syst\u00e8mes d\u2019IA sont tr\u00e8s ch\u00e8res.<\/li>\n\n\n\n<li><strong>Manque de flexibilit\u00e9<\/strong> : les syst\u00e8mes ne sont pas capables de s\u2019adapter \u00e0 des situations nouvelles.<\/li>\n\n\n\n<li><strong>Technologie limit\u00e9e<\/strong> : les ordinateurs de l&rsquo;\u00e9poque ne peuvent pas g\u00e9rer des syst\u00e8mes aussi complexes.<\/li>\n<\/ul>\n\n\n\n<p>R\u00e9sultat : les investisseurs se lassent, <strong>les financements s\u2019effondrent <\/strong>et l\u2019IA entre dans ce qu\u2019on appelle <strong>un deuxi\u00e8me \u201c<\/strong><a href=\"https:\/\/kaizen.com\/fr\/publications\/evolution-ia-origine-futur\/#:~:text=Le%20terme%20%C2%AB%20hiver%20de%20l,les%20bases%20de%20futures%20d%C3%A9couvertes.\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>hiver de l\u2019IA<\/strong><\/a><strong>\u201d<\/strong>.&nbsp; Pendant pr\u00e8s d\u2019une d\u00e9cennie, les avanc\u00e9es ralentissent et l\u2019int\u00e9r\u00eat pour l\u2019IA diminue.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large\"><img decoding=\"async\" src=\"https:\/\/media.giphy.com\/media\/v1.Y2lkPTc5MGI3NjExbDJyNGc3ZnY3ZjUxczBwaW4xeTFjMm5tcmpidXU3Nmh4czdtd2U5YSZlcD12MV9naWZzX3NlYXJjaCZjdD1n\/3ohzdUi5U8LBb4GD4s\/giphy.gif\" alt=\"Jon Snow sous la neige\"\/><figcaption class=\"wp-element-caption\"><em>L&rsquo;IA des ann\u00e9es 80<\/em><\/figcaption><\/figure>\n<\/div>\n\n<section class=\"push \">\n        <div >\n            \n                                                <div class=\"push__container  qcd\" data-target=\"_self\" data-qcd=\"aHR0cHM6Ly9zaGVycGFzLmNvbS9mdW5uZWwtc3R1ZGVudC1xdWFsaWZpY2F0aW9u\" data-banner=\"2\" data-name=\"Cours part&amp;rsquo; global #3 = CPG3\" style=\"background-color: #F3FBF7\" >\n                                                                        <div class=\"push__teachers\">\n    <div class=\"d-flex justify-content-center d-md-none\">\n        <img decoding=\"async\" class=\"push__logo\" src=\"\/content\/themes\/sherpas-theme\/dist\/images\/logo.svg\" alt=\"Logo Sherpas\">\n    <\/div>\n    <div class=\"swiper\">\n        <div class=\"swiper-wrapper\">\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                            \n                            style=\"background-image: url(https:\/\/sherpas.com\/content\/uploads\/2022\/01\/Martin2x.jpg);\"\n                        >\n                    <\/div>\n                         <p class=\"push__teachers-name\">Martin<\/p>                          <p class=\"push__teachers-school\">HEC Paris<\/p>                                                     <div class=\"push__teachers-note\">\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">23\u20ac\/h<\/p>                     <\/div>\n                <\/div>\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                            \n                            style=\"background-image: url(https:\/\/sherpas.com\/content\/uploads\/2022\/01\/Jade2x.jpg);\"\n                        >\n                    <\/div>\n                         <p class=\"push__teachers-name\">Jade<\/p>                          <p class=\"push__teachers-school\">Sciences Po Paris<\/p>                                                     <div class=\"push__teachers-note\">\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">21\u20ac\/h<\/p>                     <\/div>\n                <\/div>\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                            \n                            style=\"background-image: url(https:\/\/sherpas.com\/content\/uploads\/2022\/01\/Bastien2x.jpg);\"\n                        >\n                    <\/div>\n                         <p class=\"push__teachers-name\">Bastien<\/p>                          <p class=\"push__teachers-school\">Polytechnique<\/p>                                                     <div class=\"push__teachers-note\">\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">26\u20ac\/h<\/p>                     <\/div>\n                <\/div>\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                            \n                            style=\"background-image: url(https:\/\/sherpas.com\/content\/uploads\/2022\/01\/Emilie2x.jpg);\"\n                        >\n                    <\/div>\n                         <p class=\"push__teachers-name\">Emilie<\/p>                          <p class=\"push__teachers-school\">Sciences Po Lyon<\/p>                                                     <div class=\"push__teachers-note\">\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">19\u20ac\/h<\/p>                     <\/div>\n                <\/div>\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                            \n                            style=\"background-image: url(https:\/\/sherpas.com\/content\/uploads\/2022\/01\/Hugo2x.jpg);\"\n                        >\n                    <\/div>\n                         <p class=\"push__teachers-name\">Hugo<\/p>                          <p class=\"push__teachers-school\">Insa Lyon<\/p>                                                     <div class=\"push__teachers-note\">\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">16\u20ac\/h<\/p>                     <\/div>\n                <\/div>\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                            \n                            style=\"background-image: url(https:\/\/sherpas.com\/content\/uploads\/2022\/01\/Alma2x.jpg);\"\n                        >\n                    <\/div>\n                         <p class=\"push__teachers-name\">Alma<\/p>                          <p class=\"push__teachers-school\">ENS Paris-Saclay<\/p>                                                     <div class=\"push__teachers-note\">\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">24\u20ac\/h<\/p>                     <\/div>\n                <\/div>\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                            \n                            style=\"background-image: url(https:\/\/sherpas.com\/content\/uploads\/2022\/01\/David2x.jpg);\"\n                        >\n                    <\/div>\n                         <p class=\"push__teachers-name\">David<\/p>                          <p class=\"push__teachers-school\">EDHEC<\/p>                                                     <div class=\"push__teachers-note\">\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">25\u20ac\/h<\/p>                     <\/div>\n                <\/div>\n                                            <div class=\"swiper-slide\">\n                    <div class=\"push__teachers-card\">\n                        <div\n                            class=\"push__teachers-profil\"\n                            \n                            style=\"background-image: url(https:\/\/sherpas.com\/content\/uploads\/2022\/01\/Jeanne2x.jpg);\"\n                        >\n                    <\/div>\n                         <p class=\"push__teachers-name\">Jeanne<\/p>                          <p class=\"push__teachers-school\">Aix-Marseille Universit\u00e9<\/p>                                                     <div class=\"push__teachers-note\">\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                                    <svg  class=\"active\" >\n                                        <use\n                                            xlink:href=\"\/content\/themes\/sherpas-theme\/dist\/images\/sprite.svg#star\"\/>\n                                    <\/svg>\n                                                            <\/div>\n                                                 <p class=\"push__teachers-price\">17\u20ac\/h<\/p>                     <\/div>\n                <\/div>\n                    <\/div>\n    <\/div>\n<\/div>\n                                                    <div class=\"push__content\">\n                                                            <div  class=\"d-none d-md-block\" >\n                                    <img decoding=\"async\" class=\"push__logo\" src=\"\/content\/themes\/sherpas-theme\/dist\/images\/logo.svg\"\n                                        alt=\"Logo Sherpas\">\n                                <\/div>\n                                                                                        <div class=\"push__title\"><p>Besoin de cours particuliers ? <span role=\"img\" aria-label=\"\u2728\">\u2728<\/span><!-- notionvc: 27874cb7-7cca-4c68-a2e3-ea8000cbb55b --><\/p>\n<\/div>\n                                                                                        <div class=\"push__text\"><p><span style=\"color: #48b378;\">4 points<\/span> de plus sur ta <span style=\"color: #48b378;\">moyenne<\/span> avec nos profs Sherpas ! <span role=\"image\" aria-label=\"\ud83d\udcc8\">\ud83d\udcc8<\/span><\/p>\n<p>&nbsp;<\/p>\n<\/div>\n                                                        <div class=\"push__promo-button   \">\n                                                                                                    <div\n                                        class=\"btn btn-primary\"\n                                        style=\"color: ; border-color: ; background-color: \"\n\n                                    >\n                                        JE PRENDS UN COURS OFFERT !\n                                    <\/div>\n                                                            <\/div>\n                                                    <\/div>\n                                    <\/div>\n                                    <\/div>\n    <\/section>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"les-annees-90-2000-le-retour-de-lia-grace-a-lapprentissage-machine\">Les ann\u00e9es 90-2000 : le retour de l&rsquo;IA gr\u00e2ce \u00e0 l&rsquo;apprentissage machine \ud83d\udd04<\/h2>\n\n\n\n<p>Une nouvelle approche va tout changer : <strong>l\u2019apprentissage machine (machine learning)<\/strong>.<\/p>\n\n\n<section class=\"you-know\">\n                <div class=\"you-know__title\"><\/div>\n                        <div class=\"you-know__text\">\n            <p><span style=\"font-weight: 400;\">Le <\/span><b>machine learning<\/b><span style=\"font-weight: 400;\"> permet \u00e0 une machine d&rsquo;apprendre \u00e0 partir de donn\u00e9es et d&rsquo;am\u00e9liorer ses performances sans \u00eatre programm\u00e9e pour chaque t\u00e2che sp\u00e9cifique.<\/span><\/p>\n\n        <\/div>\n              <\/section>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"lechec-du-paradigme-symbolique-et-la-montee-du-machine-learning\">L\u2019\u00e9chec du paradigme symbolique et la mont\u00e9e du machine learning \ud83d\udcc8<\/h3>\n\n\n\n<p>Dans les ann\u00e9es 90, on r\u00e9alise que l\u2019approche symbolique et les syst\u00e8mes experts ont atteint leurs limites. Ils sont rigides, incapables de traiter des situations inconnues et demandent une maintenance lourde.<\/p>\n\n\n\n<p>Heureusement, <strong>une autre voie commence \u00e0 s\u2019imposer<\/strong> : celle de l\u2019<strong>apprentissage statistique<\/strong>.<\/p>\n\n\n<section class=\"you-know\">\n                <div class=\"you-know__title\"><p><b>L\u2019id\u00e9e cl\u00e9 du machine learning<\/b><\/p>\n<\/div>\n                        <div class=\"you-know__text\">\n            <p><span style=\"font-weight: 400;\">Une IA peut apprendre \u00e0 reconna\u00eetre des motifs et \u00e0 prendre des d\u00e9cisions en analysant de grandes quantit\u00e9s de donn\u00e9es. Plus elle voit d\u2019exemples, plus elle s\u2019am\u00e9liore.<\/span><\/p>\n\n        <\/div>\n              <\/section>\n\n\n\n<p>Ce changement est en grande partie d\u00fb aux progr\u00e8s dans trois domaines :<br>\u2714\ufe0f <strong>La puissance de calcul<\/strong> : les ordinateurs deviennent plus performants et moins chers.<br>\u2714\ufe0f <strong>L\u2019acc\u00e8s aux donn\u00e9es<\/strong> : Internet explose et g\u00e9n\u00e8re une masse d\u2019informations exploitable.<br>\u2714\ufe0f <strong>De nouveaux algorithmes<\/strong> : des mod\u00e8les comme les r\u00e9seaux de neurones refont surface.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"victoire-dibm-deep-blue-contre-kasparov-1997\">Victoire d\u2019IBM Deep Blue contre Kasparov (1997) \u265f\ufe0f<\/h3>\n\n\n\n<p>En 1997, un \u00e9v\u00e9nement va marquer les esprits : l\u2019ordinateur <strong>Deep Blue<\/strong>, d\u00e9velopp\u00e9 par IBM, bat <strong>Garry Kasparov<\/strong>, champion du monde d\u2019\u00e9checs.<\/p>\n\n\n\n<p>C\u2019est la premi\u00e8re fois qu\u2019une machine surpasse un humain dans un jeu aussi strat\u00e9gique. Mais attention, <strong>Deep Blue n\u2019est pas une IA \u00ab\u00a0intelligente\u00a0\u00bb au sens propre<\/strong> : il ne fait que calculer des millions de coups \u00e0 l\u2019avance.<\/p>\n\n\n\n<p>N\u00e9anmoins, cette victoire montre <strong>le potentiel immense des nouvelles approches<\/strong> et donne un coup de projecteur sur l\u2019IA.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"les-bases-du-deep-learning-posees-par-geoffrey-hinton\">Les bases du deep learning pos\u00e9es par Geoffrey Hinton \ud83e\udde0<\/h3>\n\n\n\n<p>Dans les ann\u00e9es 2000, un chercheur va jouer un r\u00f4le cl\u00e9 dans la renaissance de l\u2019IA : <strong>Geoffrey Hinton<\/strong>. Il travaille sur un concept abandonn\u00e9 depuis les ann\u00e9es 60 : <strong>les r\u00e9seaux de neurones artificiels<\/strong>. Gr\u00e2ce aux avanc\u00e9es en calcul et en donn\u00e9es, il est enfin possible d\u2019entra\u00eener des <strong>r\u00e9seaux profonds<\/strong>, capables d\u2019apprendre \u00e0 d\u00e9tecter des motifs <strong>sans intervention humaine<\/strong>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"depuis-2010-lere-du-deep-learning-et-des-modeles-de-langage\">Depuis 2010 : l\u2019\u00e8re du deep learning et des mod\u00e8les de langage \ud83e\udd16<\/h2>\n\n\n\n<p>Si les ann\u00e9es 90 et 2000 ont pr\u00e9par\u00e9 le terrain, c\u2019est dans les ann\u00e9es 2010 que <strong>l\u2019IA explose v\u00e9ritablement<\/strong>. Gr\u00e2ce au <strong><a href=\"https:\/\/sherpas.com\/blog\/deep-learning\/\">deep learning<\/a><\/strong> et aux gigantesques bases de donn\u00e9es d\u2019Internet, les machines atteignent des niveaux de performance jamais vus.<\/p>\n\n\n<section class=\"you-know\">\n                <div class=\"you-know__title\"><\/div>\n                        <div class=\"you-know__text\">\n            <p><span style=\"font-weight: 400;\">Le <\/span><b>deep learning<\/b><span style=\"font-weight: 400;\"> est une branche du machine learning qui utilise des r\u00e9seaux de neurones complexes pour apprendre des donn\u00e9es et r\u00e9soudre des t\u00e2ches comme la reconnaissance d&rsquo;images ou le traitement du langage.<\/span><\/p>\n\n        <\/div>\n              <\/section>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"pourquoi-le-deep-learning-change-tout\">Pourquoi le deep learning change tout ? \ud83d\udd25<\/h3>\n\n\n\n<p>En 2012, l\u2019\u00e9quipe de Geoffrey Hinton participe \u00e0 un concours mondial de reconnaissance d\u2019images, <strong>ImageNet<\/strong>, et pulv\u00e9rise les records gr\u00e2ce \u00e0 un mod\u00e8le de <strong>deep learning<\/strong>.<\/p>\n\n\n\n<p>Pour la premi\u00e8re fois, une IA <strong>surpasse les humains dans la classification d\u2019images<\/strong>. Les entreprises technologiques (Google, Facebook, Microsoft\u2026) se ruent sur cette technologie et <strong>investissent massivement<\/strong>.&nbsp;<\/p>\n\n\n\n<p>En quelques ann\u00e9es :<br>\u2714\ufe0f <strong>Les assistants vocaux <\/strong>comme Siri, Alexa et Google Assistan<strong>t<\/strong> deviennent bien plus efficaces.<br>\u2714\ufe0f <strong>Les IA de reconnaissance faciale et de traduction automatique<\/strong> (DeepL, Google Translate) deviennent performantes.<br>\u2714\ufe0f<strong> Les voitures autonome<\/strong>s commencent \u00e0 devenir une r\u00e9alit\u00e9 gr\u00e2ce \u00e0 l\u2019analyse en temps r\u00e9el des donn\u00e9es visuelles.<\/p>\n\n\n\n<p><strong>Le deep learning<\/strong> <strong>marque une rupture<\/strong> : on ne programme plus une IA pour r\u00e9soudre un probl\u00e8me, on lui donne <strong>des tonnes de donn\u00e9es<\/strong> et elle <strong>apprend toute seule<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"alphago-2016-la-claque-pour-les-humains\">AlphaGo (2016) : la claque pour les humains \ud83c\udfc6<\/h3>\n\n\n\n<p>Si Deep Blue avait impressionn\u00e9 en battant Kasparov en 1997, un autre exploit va bouleverser le monde : <strong>AlphaGo<\/strong>.<\/p>\n\n\n\n<p>En 2016, ce programme con\u00e7u par <strong>DeepMind (Google)<\/strong> bat <strong>Lee Sedol<\/strong>, l\u2019un des meilleurs joueurs de Go de l\u2019histoire.<\/p>\n\n\n\n<p>C\u2019est plut\u00f4t incroyable, car le <strong>jeu de Go est infiniment plus complexe que les \u00e9checs<\/strong>. Il ne peut pas \u00eatre r\u00e9solu par simple calcul. Pourtant, AlphaGo apprend \u00e0 jouer en analysant des milliers de parties et en <strong>s\u2019entra\u00eenant contre lui-m\u00eame<\/strong>.<\/p>\n\n\n\n<p>\u00c0 partir de l\u00e0, plus personne ne doute : <strong>l\u2019IA est en train de d\u00e9passer l\u2019homme dans des t\u00e2ches que l\u2019on croyait r\u00e9serv\u00e9es aux humains<\/strong>.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"les-modeles-de-langage-et-lexplosion-des-ia-generatives\">Les mod\u00e8les de langage et l\u2019explosion des IA g\u00e9n\u00e9ratives \u270d\ufe0f<\/h3>\n\n\n\n<p>L\u2019une des plus grandes avanc\u00e9es r\u00e9centes, c\u2019est l\u2019arriv\u00e9e des <strong>mod\u00e8les de langage<\/strong> comme <strong>GPT-3 (2020) et GPT-4 (2023)<\/strong>.<\/p>\n\n\n\n<p>Ces IA sont capables de <strong><a href=\"https:\/\/sherpas.com\/blog\/meilleurs-outils-de-redaction-ia\/\">r\u00e9diger des textes<\/a>, <a href=\"https:\/\/sherpas.com\/blog\/ia-coder\/\">coder<\/a>, traduire, r\u00e9pondre \u00e0 des questions complexes<\/strong>, et m\u00eame <strong>tenir des conversations naturelles<\/strong> avec nous. Elles sont entra\u00een\u00e9es sur <strong>des milliards de phrases extraites du Web<\/strong> et utilisent des m\u00e9canismes sophistiqu\u00e9s pour pr\u00e9dire <strong>le mot suivant<\/strong> dans une phrase.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/media.giphy.com\/media\/5UG0AFAcIlQoZIiOuN\/giphy.gif?cid=790b7611hgkl0j5grfvcx04u0th5c6bo0a89vzls6fi201dt&amp;ep=v1_gifs_search&amp;rid=giphy.gif&amp;ct=g\" alt=\"&quot;what's next ?&quot;\" style=\"width:421px;height:auto\"\/><figcaption class=\"wp-element-caption\"><em>La question qu&rsquo;on a tous<\/em><\/figcaption><\/figure>\n<\/div>\n\n\n<p>L&rsquo;impact sur le travail est d\u00e9j\u00e0 \u00e9norme, avec des t\u00e2ches comme la r\u00e9daction ou l&rsquo;assistance \u00e0 la programmation qui se font en temps r\u00e9el. <\/p>\n\n\n<section class=\"read-also\">\n    <p class=\"read-also__title\">\u00c0 lire aussi<\/p>\n            <div class=\"read-also__list\">\n            <p><strong><a href=\"https:\/\/sherpas.com\/blog\/tag\/intelligence-artificielle\/\">Tout sur le traitement du langage naturel par l&rsquo;IA<\/a><\/strong><\/p>\n\n        <\/div>\n    <\/section>\n\n\n<section class=\"relance\">\n        <div >\n                            <a target=\"_blank\" href=\"https:\/\/sherpas.com\/cours\/informatique\">\n                    <div class=\"relance__container\"\n                        >\n                        \n                                                        <picture>\n                            <source srcset=\"https:\/\/sherpas.com\/content\/uploads\/2023\/07\/relance-cours-particulier-7-e1719914849200.jpg\" media=\"(min-width: 999px)\">\n                            <source srcset=\"https:\/\/sherpas.com\/content\/uploads\/2023\/07\/relance-cours-particulier-7-e1719914849200.jpg\" media=\"(max-width: 999px)\">\n                                <img decoding=\"async\"\n                                    src=\"https:\/\/sherpas.com\/content\/uploads\/2023\/07\/relance-cours-particulier-7-e1719914849200.jpg\"\n                                    alt=\"Personne qui donne des cours particuliers\"\n                                >\n                            <\/picture>\n                                                <div class=\"relance__content\">\n                            \n                                <div class=\"relance__title\"> <p><b>Besoin d\u2019un coup de pouce en cours d&rsquo;informatique ? Prends un cours particulier avec l\u2019un de nos profs Sherpas !<\/b><\/p>\n<\/div>\n                                                        <button type=\"button\"\n                                    class=\"relance__button btn btn-white\">\n                                Le premier cours est offert \ud83c\udf81\n                            <\/button>\n                        <\/div>\n                    <\/div>\n                <\/a>\n                    <\/div>\n    <\/section>\n\n    \n\n\n<h2 class=\"wp-block-heading\" id=\"conclusion\">Conclusion \ud83d\ude80<\/h2>\n\n\n\n<p>En l\u2019espace de quelques d\u00e9cennies, l\u2019intelligence artificielle est pass\u00e9e de <strong>th\u00e9ories abstraites<\/strong> \u00e0 des<strong> outils concrets qui transforment nos vies<\/strong>. Nos autres articles r\u00e9pondent \u00e0 plusieurs questions : <\/p>\n\n\n\n<p><strong>\ud83d\udca1 L\u2019IA <\/strong><a href=\"https:\/\/sherpas.com\/blog\/ia-detruire-emplois\/\"><strong>remplacera-t-elle certains m\u00e9tiers<\/strong><\/a><strong> ?<\/strong><\/p>\n\n\n\n<p><strong>\ud83d\udca1 Faut-il la r\u00e9guler pour raison de <\/strong><a href=\"https:\/\/sherpas.com\/blog\/ia-vol-donnees\/\"><strong>vol de donn\u00e9es<\/strong><\/a><strong> ?<\/strong><\/p>\n\n\n\n<p><strong>\ud83d\udca1 Quel est <\/strong><a href=\"https:\/\/sherpas.com\/blog\/impact-environnement-ia\/\"><strong>son impact environnemental<\/strong><\/a><strong> ?<\/strong><\/p>\n\n\n\n<p><strong>\ud83d\udca1Quelles sont <\/strong><a href=\"https:\/\/sherpas.com\/blog\/limites-ia\/\"><strong>ses limites actuelles<\/strong><\/a><strong> ?<\/strong><\/p>\n\n\n\n<p>Les prochaines ann\u00e9es s\u2019annoncent <strong>passionnantes<\/strong>, et peut-\u00eatre un peu vertigineuses. Une chose est s\u00fbre : <strong>l\u2019IA ne fait que commencer \u00e0 \u00e9crire son histoire.<\/strong>&nbsp;<\/p>\n\n\n\n<p><em>Pour aller plus loin<\/em> : <a href=\"https:\/\/sherpas.com\/funnel-student-qualification\"><strong>prends un cours particulier<\/strong><\/a><strong> avec l\u2019un de nos profs Sherpas !<\/strong><\/p>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-center kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;center&quot;,&quot;id&quot;:&quot;302805&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;3&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;3.7&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;Tu as aim\u00e9 cet article ?&quot;,&quot;legend&quot;:&quot;3.7\\\/5 - (3 votes)&quot;,&quot;size&quot;:&quot;24&quot;,&quot;title&quot;:&quot;L\\u0026#039;histoire de l\u2019intelligence artificielle : des d\u00e9buts \u00e0 nos jours \ud83d\udcbb&quot;,&quot;width&quot;:&quot;104.8&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} {votes})&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 104.8px;\">\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 24px; height: 24px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 19.2px;\">\n            3.7\/5 - (3 votes)    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>Tu t\u2019es d\u00e9j\u00e0 demand\u00e9 comment l\u2019intelligence artificielle a \u00e9t\u00e9 invent\u00e9e ? C\u2019est plut\u00f4t fou qu\u2019on est pass\u00e9 de (&#8230;)<\/p>\n","protected":false},"author":371,"featured_media":302810,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":true,"footnotes":""},"category":[895,122],"tag":[773],"class_list":["post-302805","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-actu-et-societe","category-lifestyle","tag-intelligence-artificielle"],"acf":[],"_links":{"self":[{"href":"https:\/\/sherpas.com\/blog\/wp-json\/wp\/v2\/posts\/302805","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/sherpas.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/sherpas.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/sherpas.com\/blog\/wp-json\/wp\/v2\/users\/371"}],"replies":[{"embeddable":true,"href":"https:\/\/sherpas.com\/blog\/wp-json\/wp\/v2\/comments?post=302805"}],"version-history":[{"count":0,"href":"https:\/\/sherpas.com\/blog\/wp-json\/wp\/v2\/posts\/302805\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/sherpas.com\/blog\/wp-json\/wp\/v2\/media\/302810"}],"wp:attachment":[{"href":"https:\/\/sherpas.com\/blog\/wp-json\/wp\/v2\/media?parent=302805"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/sherpas.com\/blog\/wp-json\/wp\/v2\/category?post=302805"},{"taxonomy":"tag","embeddable":true,"href":"https:\/\/sherpas.com\/blog\/wp-json\/wp\/v2\/tag?post=302805"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}