L'informatique: Le présent et son avenir basé sur la probabilité
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Au cours de la derni�re d�cennie, les plates-formes informatiques actuelles n'ont pas progress� au m�me rythme que les ann�es pr�c�dentes. Ce manque de progr�s est largement d� � une combinaison de diff�rents probl�mes, allant des probl�mes de fabrication du silicium aux probl�mes r�els des mod�les utilis�s, conduisant par exemple au goulot d'�tranglement de von Neumann. Si l'on prend un peu de recul et que l'on examine la situation dans son ensemble, il appara�t clairement que les plates-formes actuelles ont leurs limites. Par cons�quent, il est n�cessaire de commencer � d�velopper une nouvelle approche informatique, � savoir une approche d'inspiration plus biologique, capable de g�rer le manque de fiabilit� des composants, tout en offrant des fonctionnalit�s plus intelligentes. L'informatique bas�e sur les probabilit�s pr�sente toutes les caract�ristiques n�cessaires pour surmonter les probl�mes actuels, tout en constituant une meilleure plate-forme pour les approches d'apprentissage automatique. Il reste �videmment du travail � faire avant que ces nouveaux syst�mes ne deviennent r�alit�, mais il est grand temps que les personnes ayant des connaissances et une compr�hension de la science et de la technologie commencent � combiner leurs connaissances et apprennent � g�rer le besoin de manque de fiabilit� pour garantir que cet avenir plus radieux se r�alise.
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