{"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\/es\/resource\/software-de-prediccion-de-fletes-para-empresas-de-logistica-y-cadena-de-suministro\/","title":{"rendered":"Software de predicci\u00f3n de fletes para empresas de log\u00edstica y cadenas de suministro"},"content":{"rendered":"<h2 style=\"text-align: center;\">Detalles clave<\/h2>\n<p>La precisi\u00f3n de la predicci\u00f3n de fletes mejor\u00f3 dos veces.<\/p>\n<div>\n<ul>\n<li>\n<div>Desaf\u00edo<\/div>\n<div>Predecir con exactitud las tarifas de flete<\/div>\n<\/li>\n<li>\n<div>Soluci\u00f3n<\/div>\n<div>Aprendizaje autom\u00e1tico para predecir las tarifas de flete<\/div>\n<\/li>\n<li>\n<div>Tecnolog\u00edas y herramientas<\/div>\n<div>Python, Flask para API, catboost para modelado, Docker para despliegue<\/div>\n<\/li>\n<\/ul>\n<\/div>\n<h2 style=\"text-align: center;\">Cliente<\/h2>\n<p>El cliente es una empresa de transporte y log\u00edstica de renombre mundial. <a href=\"https:\/\/asstra.com\/\">AsstrA<\/a> ofrece servicios de transporte y log\u00edstica que responden a las necesidades espec\u00edficas de sus clientes de todo el mundo. La empresa se ha labrado una buena reputaci\u00f3n en el <a href=\"https:\/\/essidsolutions.com\/industry\/ai-logistics-transport-solutions\">mercado de la log\u00edstica y el transporte<\/a>. Ha entregado m\u00e1s de 180 000 pedidos y cuenta con m\u00e1s de 6 000 clientes corporativos.<\/p>\n<p>El cliente se ha puesto en contacto con ESSID Solutions para el desarrollo de una soluci\u00f3n inteligente de optimizaci\u00f3n del transporte y la carga. Suelen hacer varios pedidos y para ellos es muy importante tomar decisiones basadas en datos a la hora de aceptar un pedido para apoyar la eficiencia empresarial.<\/p>\n<p>Necesitaban mejorar su actual soluci\u00f3n de predicci\u00f3n de tarifas de transporte con la tecnolog\u00eda m\u00e1s avanzada. Su soluci\u00f3n actual ten\u00eda en cuenta menos informaci\u00f3n espec\u00edfica relativa al transporte, y las predicciones necesitaban varias rondas de revisiones. Los transitarios de la empresa dedicaban demasiado tiempo a la predicci\u00f3n y el an\u00e1lisis de las tarifas de flete y a la viabilidad de las asociaciones.<\/p>\n<p>As\u00ed que el objetivo era eliminar estas actividades manuales y aprovechar al m\u00e1ximo el tiempo de los transitarios.<\/p>\n<h2 style=\"text-align: center;\">Reto: predecir con exactitud las tarifas de flete<\/h2>\n<p>El reto t\u00e9cnico consist\u00eda en <a href=\"http:\/\/localhost\/essidsolutions\/service\/predictive-analytics\">predicci\u00f3n de fletes mediante an\u00e1lisis predictivo<\/a> para que los transportistas conf\u00eden en el an\u00e1lisis del sistema y reduzcan el tiempo de an\u00e1lisis exhaustivo. Para resolverlo, nos centramos en encontrar patrones ocultos en los datos; utilizar fuentes de datos alternativas; filtrar los datos de valores at\u00edpicos.<\/p>\n<h2 style=\"text-align: center;\">Soluci\u00f3n: aprendizaje autom\u00e1tico para predecir las tarifas de flete<\/h2>\n<p>Antes de la fase de desarrollo, realizamos un an\u00e1lisis exhaustivo del caso del cliente y planteamos posibles <a href=\"http:\/\/localhost\/essidsolutions\/service\/machine-learning-consulting\">soluciones basadas en el aprendizaje autom\u00e1tico<\/a>. Tambi\u00e9n examinamos los datos del cliente para ver si eran suficientes para la miner\u00eda de datos.<\/p>\n<p>Nuestra soluci\u00f3n propon\u00eda el siguiente flujo de tareas:<\/p>\n<p><img alt=\"algoritmo\" 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>Para lograrlo:<\/p>\n<ol>\n<li>utiliz\u00f3 el marco que procesaba los datos, hac\u00eda predicciones y volv\u00eda a entrenar el modelo si era necesario;<\/li>\n<li>desarroll\u00f3 un sistema para extraer datos del TMS (sistema de gesti\u00f3n del transporte) del cliente, proporcionar informaci\u00f3n sobre las tarifas predictivas de flete y colocarla al rev\u00e9s.<\/li>\n<\/ol>\n<p>De este modo, los responsables de expedici\u00f3n pueden analizar la tasa de cotizaci\u00f3n y decidir qu\u00e9 proyectos aceptar.<\/p>\n<h2 style=\"text-align: center;\">Resultado: inteligencia de tarifas de flete: predicci\u00f3n automatizada de cotizaciones de flete<\/h2>\n<p>ESSID Solutions, una <a href=\"http:\/\/localhost\/essidsolutions\/service\/ai-software-development\">Empresa de IA<\/a>El software de an\u00e1lisis predictivo de fletes del cliente, con experiencia en el desarrollo de software log\u00edstico, ha mejorado significativamente el software de an\u00e1lisis predictivo de fletes existente del cliente. El cliente ha reconocido nuestra gran experiencia en el desarrollo de software de an\u00e1lisis predictivo, nuestro compromiso con la excelencia y nuestra puntualidad en la entrega.<\/p>\n<p>Principales ventajas de la colaboraci\u00f3n:<\/p>\n<p><img alt=\"beneficios\" 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>Desarrollemos soluciones para la automatizaci\u00f3n de operaciones log\u00edsticas con ESSID Solutions<\/b><\/a><\/h3>","protected":false},"excerpt":{"rendered":"<p>Detalles clave La precisi\u00f3n de la predicci\u00f3n de tarifas de flete mejor\u00f3 dos veces. Reto Predicci\u00f3n precisa de tarifas de flete Soluci\u00f3n Aprendizaje autom\u00e1tico para la predicci\u00f3n de tarifas de flete Tecnolog\u00edas y herramientas Python, Flask para API, catboost para modelado, Docker para despliegue Cliente El cliente es una empresa de transporte y log\u00edstica de renombre mundial. AsstrA proporciona servicios de transporte y log\u00edstica que satisfacen las necesidades ... Leer m\u00e1s <a title=\"Software de predicci\u00f3n de fletes para empresas de log\u00edstica y cadenas de suministro\" class=\"read-more\" href=\"https:\/\/esisoc.com\/es\/resource\/software-de-prediccion-de-fletes-para-empresas-de-logistica-y-cadena-de-suministro\/\" aria-label=\"Leer m\u00e1s sobre Freight Rate Prediction Software for Logistics and Supply Chain Firm\">Leer m\u00e1s<\/a><\/p>","protected":false},"featured_media":2862,"template":"","industry":[79],"expertise":[65,51],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.9 (Yoast SEO v21.9.1) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Freight Rate Prediction Software for Logistics and Supply Chain Firm - ESISOC | ESSID Solutions<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/esisoc.com\/es\/resource\/software-de-prediccion-de-fletes-para-empresas-de-logistica-y-cadena-de-suministro\/\" \/>\n<meta property=\"og:locale\" content=\"es_ES\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Freight Rate Prediction Software for Logistics and Supply Chain Firm\" \/>\n<meta property=\"og:description\" content=\"Key Details Freight rate prediction accuracy improved twice. Challenge Make accurate freight rate prediction Solution Machine learning for freight rate prediction Technologies and tools Python, Flask for API, catboost for modelling, Docker for deployment Client The client is a world-known transport and logistics company. AsstrA provides transportation and logistics services meeting the unique needs of ... Leer m\u00e1s\" \/>\n<meta property=\"og:url\" content=\"https:\/\/esisoc.com\/es\/resource\/software-de-prediccion-de-fletes-para-empresas-de-logistica-y-cadena-de-suministro\/\" \/>\n<meta property=\"og:site_name\" content=\"ESISOC | ESSID Solutions\" \/>\n<meta property=\"og:image\" content=\"https:\/\/esisoc.com\/wp-content\/uploads\/2024\/02\/540ecf6730a140739d3984751c5ee60b.webp\" \/>\n\t<meta property=\"og:image:width\" content=\"839\" \/>\n\t<meta property=\"og:image:height\" content=\"514\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/webp\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Tiempo de lectura\" \/>\n\t<meta name=\"twitter:data1\" content=\"2 minutos\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/esisoc.com\/resource\/freight-rate-prediction-software-for-logistics-and-supply-chain-firm\/\",\"url\":\"https:\/\/esisoc.com\/resource\/freight-rate-prediction-software-for-logistics-and-supply-chain-firm\/\",\"name\":\"Freight Rate Prediction Software for Logistics and Supply Chain Firm - ESISOC | ESSID Solutions\",\"isPartOf\":{\"@id\":\"https:\/\/esisoc.com\/#website\"},\"datePublished\":\"2024-02-18T15:29:24+00:00\",\"dateModified\":\"2024-02-18T15:29:24+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/esisoc.com\/resource\/freight-rate-prediction-software-for-logistics-and-supply-chain-firm\/#breadcrumb\"},\"inLanguage\":\"es\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/esisoc.com\/resource\/freight-rate-prediction-software-for-logistics-and-supply-chain-firm\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/esisoc.com\/resource\/freight-rate-prediction-software-for-logistics-and-supply-chain-firm\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/esisoc.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Freight Rate Prediction Software for Logistics and Supply Chain Firm\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/esisoc.com\/#website\",\"url\":\"https:\/\/esisoc.com\/\",\"name\":\"ESISOC | ESSID Solutions\",\"description\":\"Data Science Consulting and AI | Online Books, Videos, Courses and more\",\"publisher\":{\"@id\":\"https:\/\/esisoc.com\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/esisoc.com\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"es\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/esisoc.com\/#organization\",\"name\":\"ESISOC | ESSID Solutions\",\"url\":\"https:\/\/esisoc.com\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"es\",\"@id\":\"https:\/\/esisoc.com\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/esisoc.com\/wp-content\/uploads\/2024\/02\/logo-esisoc.png\",\"contentUrl\":\"https:\/\/esisoc.com\/wp-content\/uploads\/2024\/02\/logo-esisoc.png\",\"width\":350,\"height\":63,\"caption\":\"ESISOC | ESSID Solutions\"},\"image\":{\"@id\":\"https:\/\/esisoc.com\/#\/schema\/logo\/image\/\"}}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"Freight Rate Prediction Software for Logistics and Supply Chain Firm - ESISOC | ESSID Solutions","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/esisoc.com\/es\/resource\/software-de-prediccion-de-fletes-para-empresas-de-logistica-y-cadena-de-suministro\/","og_locale":"es_ES","og_type":"article","og_title":"Freight Rate Prediction Software for Logistics and Supply Chain Firm","og_description":"Key Details Freight rate prediction accuracy improved twice. Challenge Make accurate freight rate prediction Solution Machine learning for freight rate prediction Technologies and tools Python, Flask for API, catboost for modelling, Docker for deployment Client The client is a world-known transport and logistics company. AsstrA provides transportation and logistics services meeting the unique needs of ... Leer m\u00e1s","og_url":"https:\/\/esisoc.com\/es\/resource\/software-de-prediccion-de-fletes-para-empresas-de-logistica-y-cadena-de-suministro\/","og_site_name":"ESISOC | ESSID Solutions","og_image":[{"width":839,"height":514,"url":"https:\/\/esisoc.com\/wp-content\/uploads\/2024\/02\/540ecf6730a140739d3984751c5ee60b.webp","type":"image\/webp"}],"twitter_card":"summary_large_image","twitter_misc":{"Tiempo de lectura":"2 minutos"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/esisoc.com\/resource\/freight-rate-prediction-software-for-logistics-and-supply-chain-firm\/","url":"https:\/\/esisoc.com\/resource\/freight-rate-prediction-software-for-logistics-and-supply-chain-firm\/","name":"Freight Rate Prediction Software for Logistics and Supply Chain Firm - ESISOC | ESSID Solutions","isPartOf":{"@id":"https:\/\/esisoc.com\/#website"},"datePublished":"2024-02-18T15:29:24+00:00","dateModified":"2024-02-18T15:29:24+00:00","breadcrumb":{"@id":"https:\/\/esisoc.com\/resource\/freight-rate-prediction-software-for-logistics-and-supply-chain-firm\/#breadcrumb"},"inLanguage":"es","potentialAction":[{"@type":"ReadAction","target":["https:\/\/esisoc.com\/resource\/freight-rate-prediction-software-for-logistics-and-supply-chain-firm\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/esisoc.com\/resource\/freight-rate-prediction-software-for-logistics-and-supply-chain-firm\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/esisoc.com\/"},{"@type":"ListItem","position":2,"name":"Freight Rate Prediction Software for Logistics and Supply Chain Firm"}]},{"@type":"WebSite","@id":"https:\/\/esisoc.com\/#website","url":"https:\/\/esisoc.com\/","name":"ESISOC | ESSID Solutions","description":"Data Science Consulting and AI | Online Books, Videos, Courses and more","publisher":{"@id":"https:\/\/esisoc.com\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/esisoc.com\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"es"},{"@type":"Organization","@id":"https:\/\/esisoc.com\/#organization","name":"ESISOC | ESSID Solutions","url":"https:\/\/esisoc.com\/","logo":{"@type":"ImageObject","inLanguage":"es","@id":"https:\/\/esisoc.com\/#\/schema\/logo\/image\/","url":"https:\/\/esisoc.com\/wp-content\/uploads\/2024\/02\/logo-esisoc.png","contentUrl":"https:\/\/esisoc.com\/wp-content\/uploads\/2024\/02\/logo-esisoc.png","width":350,"height":63,"caption":"ESISOC | ESSID Solutions"},"image":{"@id":"https:\/\/esisoc.com\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/esisoc.com\/es\/wp-json\/wp\/v2\/resource\/2861"}],"collection":[{"href":"https:\/\/esisoc.com\/es\/wp-json\/wp\/v2\/resource"}],"about":[{"href":"https:\/\/esisoc.com\/es\/wp-json\/wp\/v2\/types\/resource"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/esisoc.com\/es\/wp-json\/wp\/v2\/media\/2862"}],"wp:attachment":[{"href":"https:\/\/esisoc.com\/es\/wp-json\/wp\/v2\/media?parent=2861"}],"wp:term":[{"taxonomy":"industry","embeddable":true,"href":"https:\/\/esisoc.com\/es\/wp-json\/wp\/v2\/industry?post=2861"},{"taxonomy":"expertise","embeddable":true,"href":"https:\/\/esisoc.com\/es\/wp-json\/wp\/v2\/expertise?post=2861"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}