{"id":2861,"date":"2024-02-18T15:29:24","date_gmt":"2024-02-18T15:29:24","guid":{"rendered":"https:\/\/esisoc.com\/resource\/freight-rate-prediction-software-for-logistics-and-supply-chain-firm\/"},"modified":"2024-02-18T15:29:24","modified_gmt":"2024-02-18T15:29:24","slug":"freight-rate-prediction-software-for-logistics-and-supply-chain-firm","status":"publish","type":"resource","link":"https:\/\/esisoc.com\/fr\/resource\/logiciel-de-prediction-des-taux-de-fret-pour-les-entreprises-de-logistique-et-de-chaine-dapprovisionnement\/","title":{"rendered":"Logiciel de pr\u00e9vision des taux de fret pour les entreprises de logistique et de cha\u00eene d'approvisionnement"},"content":{"rendered":"<h2 style=\"text-align: center;\">D\u00e9tails cl\u00e9s<\/h2>\n<p>La pr\u00e9cision de la pr\u00e9diction des taux de fret a \u00e9t\u00e9 am\u00e9lior\u00e9e deux fois.<\/p>\n<div>\n<ul>\n<li>\n<div>D\u00e9fi<\/div>\n<div>Pr\u00e9voir avec pr\u00e9cision les taux de fret<\/div>\n<\/li>\n<li>\n<div>Solution<\/div>\n<div>L'apprentissage automatique pour la pr\u00e9diction des taux de fret<\/div>\n<\/li>\n<li>\n<div>Technologies et outils<\/div>\n<div>Python, Flask pour l'API, catboost pour la mod\u00e9lisation, Docker pour le d\u00e9ploiement<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<h2 style=\"text-align: center;\">Client<\/h2>\n<p>Le client est une entreprise de transport et de logistique de renomm\u00e9e mondiale. <a href=\"https:\/\/asstra.com\/\">AsstrA<\/a> fournit des services de transport et de logistique r\u00e9pondant aux besoins sp\u00e9cifiques de ses clients dans le monde entier. L'entreprise s'est forg\u00e9e une bonne r\u00e9putation sur le march\u00e9 mondial. <a href=\"https:\/\/essidsolutions.com\/industry\/ai-logistics-transport-solutions\">march\u00e9 de la logistique et du transport<\/a>. Elle a livr\u00e9 plus de 180 000 commandes et compte plus de 6 000 entreprises clientes.<\/p>\n<p>Le client a contact\u00e9 ESSID Solutions pour le d\u00e9veloppement d'une solution intelligente d'optimisation du fret et du transport. L'entreprise r\u00e9alise souvent des commandes multiples et il est tr\u00e8s important pour elle de prendre des d\u00e9cisions fond\u00e9es sur des donn\u00e9es avant de prendre une commande afin de soutenir l'efficacit\u00e9 de l'entreprise.<\/p>\n<p>Ils avaient besoin d'am\u00e9liorer leur solution existante de pr\u00e9diction des taux de fret avec la technologie la plus r\u00e9cente. Leur solution existante prenait en compte moins d'informations sp\u00e9cifiques concernant le transport, et les pr\u00e9dictions n\u00e9cessitaient plusieurs s\u00e9ries de r\u00e9visions. Les transitaires de la soci\u00e9t\u00e9 consacraient trop de temps \u00e0 la pr\u00e9diction et \u00e0 l'analyse des taux de fret et \u00e0 la faisabilit\u00e9 des partenariats.<\/p>\n<p>L'objectif \u00e9tait donc d'\u00e9liminer ces activit\u00e9s manuelles et d'optimiser le temps des transitaires.<\/p>\n<h2 style=\"text-align: center;\">D\u00e9fi : pr\u00e9voir avec pr\u00e9cision les taux de fret<\/h2>\n<p>Le d\u00e9fi technique consistait \u00e0 r\u00e9aliser des <a href=\"http:\/\/localhost\/essidsolutions\/service\/predictive-analytics\">pr\u00e9diction des taux de fret gr\u00e2ce \u00e0 l'analyse pr\u00e9dictive<\/a> pour les transitaires de s'appuyer sur l'analyse du syst\u00e8me et de r\u00e9duire le temps consacr\u00e9 \u00e0 l'analyse approfondie. Pour r\u00e9soudre ce probl\u00e8me, nous nous sommes concentr\u00e9s sur la recherche de mod\u00e8les cach\u00e9s dans les donn\u00e9es, sur l'utilisation de sources de donn\u00e9es alternatives et sur le filtrage des donn\u00e9es aberrantes.<\/p>\n<h2 style=\"text-align: center;\">Solution : l'apprentissage automatique pour pr\u00e9dire les taux de fret<\/h2>\n<p>Avant la phase de d\u00e9veloppement, nous avons proc\u00e9d\u00e9 \u00e0 une analyse compl\u00e8te du cas du client et propos\u00e9 des solutions possibles. <a href=\"http:\/\/localhost\/essidsolutions\/service\/machine-learning-consulting\">solutions bas\u00e9es sur l'apprentissage automatique<\/a>. Nous avons \u00e9galement examin\u00e9 les donn\u00e9es du client pour voir si elles \u00e9taient suffisantes pour l'exploration de donn\u00e9es.<\/p>\n<p>Notre solution proposait le flux de t\u00e2ches suivant :<\/p>\n<p><img alt=\"algorithme\" decoding=\"async\" height=\"583\" loading=\"lazy\" sizes=\"(max-width: 1182px) 100vw, 1182px\" src=\"https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-algorithm.jpg\" srcset=\"https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-algorithm.jpg 1182w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-algorithm-300x148.jpg 300w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-algorithm-1024x505.jpg 1024w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-algorithm-768x379.jpg 768w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-algorithm-742x366.jpg 742w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-algorithm-640x316.jpg 640w\" width=\"1182\"\/><\/p>\n<p>Pour ce faire, nous<\/p>\n<ol>\n<li>a utilis\u00e9 le cadre qui a trait\u00e9 les donn\u00e9es, fait des pr\u00e9dictions et entra\u00een\u00e9 \u00e0 nouveau le mod\u00e8le si n\u00e9cessaire ;<\/li>\n<li>a mis au point un syst\u00e8me permettant d'extraire les donn\u00e9es du syst\u00e8me de gestion des transports (TMS) du client, de fournir des informations sur les taux pr\u00e9dictifs de fret et de les placer en amont.<\/li>\n<\/ol>\n<p>Les responsables de l'exp\u00e9dition peuvent ainsi analyser le taux de soumission et d\u00e9cider des projets \u00e0 entreprendre.<\/p>\n<h2 style=\"text-align: center;\">R\u00e9sultat : intelligence des taux de fret : pr\u00e9diction automatis\u00e9e des prix de fret<\/h2>\n<p>ESSID Solutions, une <a href=\"http:\/\/localhost\/essidsolutions\/service\/ai-software-development\">Entreprise d'IA<\/a>Gr\u00e2ce \u00e0 notre exp\u00e9rience en mati\u00e8re de d\u00e9veloppement de logiciels logistiques, nous avons consid\u00e9rablement am\u00e9lior\u00e9 le logiciel de tarification pr\u00e9dictive du fret de notre client. Le client a reconnu notre grande expertise dans le d\u00e9veloppement de logiciels d'analyse pr\u00e9dictive, notre engagement \u00e0 l'excellence et notre respect des d\u00e9lais.<\/p>\n<p>Principaux avantages de la collaboration :<\/p>\n<p><img alt=\"avantages\" decoding=\"async\" height=\"352\" loading=\"lazy\" sizes=\"(max-width: 1182px) 100vw, 1182px\" src=\"https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-benefits.jpg\" srcset=\"https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-benefits.jpg 1182w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-benefits-300x89.jpg 300w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-benefits-1024x305.jpg 1024w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-benefits-768x229.jpg 768w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-benefits-742x221.jpg 742w, https:\/\/essidsolutions.com\/wp-content\/uploads\/2021\/12\/freight-prediction-software-benefits-640x191.jpg 640w\" width=\"1182\"\/><\/p>\n<h3 style=\"text-align: center;\"><a href=\"http:\/\/localhost\/essidsolutions\/service\/ai-software-development\"><b>D\u00e9veloppons des solutions pour l'automatisation des op\u00e9rations logistiques avec ESSID Solutions<\/b><\/a><\/h3>","protected":false},"excerpt":{"rendered":"<p>D\u00e9tails cl\u00e9s La pr\u00e9cision de la pr\u00e9diction des taux de fret a \u00e9t\u00e9 am\u00e9lior\u00e9e deux fois. D\u00e9fi Faire une pr\u00e9diction pr\u00e9cise des taux de fret Solution Apprentissage automatique pour la pr\u00e9diction des taux de fret Technologies et outils Python, Flask pour l'API, catboost pour la mod\u00e9lisation, Docker pour le d\u00e9ploiement Client Le client est une entreprise de transport et de logistique de renomm\u00e9e mondiale. AsstrA fournit des services de transport et de logistique r\u00e9pondant aux besoins ... 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