{"id":1289,"date":"2015-12-25T12:34:03","date_gmt":"2015-12-25T12:34:03","guid":{"rendered":"http:\/\/localhost\/blog\/?p=1289"},"modified":"2017-04-06T12:24:42","modified_gmt":"2017-04-06T12:24:42","slug":"machine-learning-small-businesses-2","status":"publish","type":"post","link":"https:\/\/www.kolabtree.com\/blog\/fr\/machine-learning-small-businesses-2\/","title":{"rendered":"Les sp\u00e9cialistes de l'apprentissage automatique peuvent-ils aider les petites entreprises ?"},"content":{"rendered":"<p>De nombreuses organisations cherchent \u00e0 faire progresser leur activit\u00e9 en utilisant le \"Big Data\", en particulier les algorithmes d'apprentissage automatique. Souvent, l'apprentissage automatique est utilis\u00e9 pour l'analyse pr\u00e9dictive, par exemple pour anticiper la fid\u00e9lit\u00e9 des clients au cours des prochains mois, ce qui aide les entreprises \u00e0 prendre de meilleures d\u00e9cisions concernant l'offre de prix, etc. R\u00e9cemment, les algorithmes d'apprentissage automatique ont \u00e9t\u00e9 utilis\u00e9s de mani\u00e8re originale ; par exemple, une soci\u00e9t\u00e9 de recrutement peut utiliser l'apprentissage automatique pour pr\u00e9s\u00e9lectionner les candidats.<a href=\"http:\/\/klbtreeliveblog.cloudapp.net\/blog\/wp-content\/uploads\/2015\/12\/Machine-Learning.png\"><br \/>\n<\/a><br \/>\nPour d\u00e9velopper ces capacit\u00e9s d'apprentissage automatique, les grandes entreprises peuvent disposer d'experts en interne ou travailler avec <a title=\"\" href=\"https:\/\/www.kolabtree.com\/find-an-expert?expertise=Machine%20Learning\">fournisseurs de solutions d'apprentissage automatique<\/a>. En raison de leur petit budget op\u00e9rationnel, les petites entreprises peuvent avoir du mal \u00e0 atteindre ces capacit\u00e9s. Mais les entreprises peuvent b\u00e9n\u00e9ficier de l'embauche d'un expert ind\u00e9pendant en sciences des donn\u00e9es pour r\u00e9pondre \u00e0 leurs besoins en mati\u00e8re d'apprentissage automatique.<br \/>\nNous abordons ici les trois principales raisons d'engager un expert (doctorant ou post-doc) en freelance pour d\u00e9velopper des algorithmes d'apprentissage automatique :<br \/>\n1. Exploitez le vivier mondial de talents : embaucher un expert en sciences des donn\u00e9es freelance sur une place de march\u00e9 virtuelle peut permettre de s\u00e9lectionner un vivier de talents plus large. Par exemple, dans certains endroits, les personnes ayant les comp\u00e9tences n\u00e9cessaires pour d\u00e9velopper un algorithme d'apprentissage automatique ne sont pas forc\u00e9ment disponibles localement. Une place de march\u00e9 virtuelle ne limite pas le choix aux candidats locaux ou aux candidats pr\u00eats \u00e0 d\u00e9m\u00e9nager. Le travail \u00e0 distance \u00e9tant une option propos\u00e9e par de nombreuses entreprises, l'expert peut \u00eatre bas\u00e9 dans un endroit diff\u00e9rent du bureau de l'entreprise. Cette libert\u00e9 g\u00e9ographique peut aider de nombreuses entreprises situ\u00e9es \u00e0 distance \u00e0 b\u00e9n\u00e9ficier de l'apprentissage automatique.<\/p>\n<p>2. Embauchez pour les comp\u00e9tences sp\u00e9cifiques au projet : \u00c0 mesure qu'une entreprise \u00e9volue, ses besoins li\u00e9s \u00e0 l'apprentissage automatique peuvent \u00e9galement \u00e9voluer. Dans le m\u00eame temps, les capacit\u00e9s d'analyse des \"Big data\" \u00e9voluent \u00e9galement. Dans une situation aussi dynamique, l'embauche d'un employ\u00e9 \u00e0 temps plein n'est pas toujours possible pour de nombreuses entreprises. Apr\u00e8s avoir d\u00e9fini les besoins du projet, les entreprises choisissent d'embaucher des talents qui poss\u00e8dent les comp\u00e9tences n\u00e9cessaires pour r\u00e9pondre \u00e0 ces besoins d'apprentissage automatique.<\/p>\n<p>3. Flexibilit\u00e9 financi\u00e8re : \u00c9tant donn\u00e9 que de nombreuses start-ups fonctionnent avec des budgets r\u00e9duits, elles peuvent payer leur freelance par projet ou par t\u00e2che. Par rapport \u00e0 l'embauche d'un employ\u00e9 \u00e0 temps plein, l'embauche d'un expert ind\u00e9pendant peut \u00eatre un bon rapport qualit\u00e9-prix et aider les entreprises \u00e0 surmonter la p\u00e9nurie de ressources. En outre, les entreprises peuvent choisir d'embaucher des personnes ayant des comp\u00e9tences dans l'utilisation de logiciels libres tels que la programmation R, au lieu de d\u00e9penser de l'argent pour des plateformes informatiques. De nombreux experts ind\u00e9pendants sont d\u00e9sireux de travailler sur un nouveau d\u00e9fi pour la satisfaction intellectuelle. Les entreprises peuvent donc \u00eatre en mesure d'embaucher un expert ind\u00e9pendant sans mettre \u00e0 mal leurs finances.<\/p>\n<p>En r\u00e9sum\u00e9, les entreprises peuvent b\u00e9n\u00e9ficier <a title=\"Engagez un expert freelance\" href=\"https:\/\/www.kolabtree.com\/find-an-expert\">engager un expert ind\u00e9pendant<\/a> qui a une approche syst\u00e9matique de l'apprentissage automatique pour r\u00e9soudre le probl\u00e8me de l'entreprise. L'embauche d'un expert freelance sur une place de march\u00e9 virtuelle peut offrir plus d'options qu'une r\u00e9serve de talents locaux et, en fin de compte, peut \u00e9galement offrir des avantages financiers.<\/p>","protected":false},"excerpt":{"rendered":"<p>Many organizations are looking to advance their business using \u2018Big data\u2019, in particular using machine learning algorithms. Often, machine learning is used for predictive analysis such as to anticipate the customer loyalty over the next few months, which helps businesses to make better decisions regarding prices supply etc. Recently, machine learning algorithms have been employed<\/p>\n<div class=\"read-more\"><a href=\"https:\/\/www.kolabtree.com\/blog\/fr\/machine-learning-small-businesses-2\/\" title=\"Lire la suite\">Lire la suite<\/a><\/div>","protected":false},"author":9,"featured_media":1292,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[304],"tags":[190,187,189],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v20.1 (Yoast SEO v20.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Machine Learning Specialists for Small Businesses<\/title>\n<meta name=\"description\" content=\"Machine learning can help SMEs in a wide variety of ways, boosting their sales and growth.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.kolabtree.com\/blog\/fr\/machine-learning-small-businesses-2\/\" \/>\n<meta property=\"og:locale\" content=\"fr_FR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Can Machine Learning Specialists Help Small Businesses?\" \/>\n<meta property=\"og:description\" content=\"Machine learning can help SMEs in a wide variety of ways, boosting their sales and growth.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.kolabtree.com\/blog\/fr\/machine-learning-small-businesses-2\/\" \/>\n<meta property=\"og:site_name\" content=\"The Kolabtree Blog\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/kolabtree\" \/>\n<meta property=\"article:published_time\" content=\"2015-12-25T12:34:03+00:00\" \/>\n<meta property=\"article:modified_time\" 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