{"id":10209,"date":"2020-09-07T15:40:20","date_gmt":"2020-09-07T15:40:20","guid":{"rendered":"http:\/\/ismiletechnologies.com\/?p=3270"},"modified":"2020-09-07T15:40:20","modified_gmt":"2020-09-07T15:40:20","slug":"demand-forecast-blog","status":"publish","type":"post","link":"https:\/\/ismiletechnologies.com\/en_us\/cloud-migration\/demand-forecast-blog\/","title":{"rendered":"DEMAND FORECAST BLOG"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"10209\" class=\"elementor elementor-10209\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3fa4c421 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3fa4c421\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3c00b1ac\" data-id=\"3c00b1ac\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d5a6843 elementor-widget elementor-widget-text-editor\" data-id=\"d5a6843\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tAI &amp; Machine Learning is creating a big boom in every type of industry. It dramatically helps many peoples by assisting or recommending them with essential things, and it is like a personal assistant in all the aspects. So the next phase of the revolution is wholly based on the AI, Robotic and IoT. In Demand Forecasting, Machine Learning prediction helps in predicting the future demands of the product, and it will help the Supply Chain sectors and Product Manufacturers to plan their production in accordingly, So it helps in making a more profitable business.\n\nI read some articles related to the demand forecasting\nGather all the information related to demand forecasting.\nGo through problem description thoroughly\nUnderstand the overview of the problem.\nAcquire the datasets from Kaggle (Historical Product Demand) which contains 4 Independent features and 1 Dependent feature\n\nSo, this is taken as a\u00a0Supervised learning\u00a0method.\n\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-560a519 elementor-widget elementor-widget-image\" data-id=\"560a519\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" src=\"http:\/\/ismiletechnologies.com\/wp-content\/uploads\/2020\/09\/Untitled-1.png\" title=\"\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7f414bf elementor-widget elementor-widget-text-editor\" data-id=\"7f414bf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tIndependent Feature:\n\nProduct_Code\nWarehouse\nProduct_Category\nDated\n\nDependent Feature:\n\nOrder_Demand\n\nWorking:\n\nThe first phase is the cleaning of the dataset, where features are grouped into\u00a0Object\u00a0Datatype.&#8217;\nAfter that, we will convert the features to an Integer type, EDA, Feature Engineering.\nNext, we will deploy in Linear Regression,\u00a0XGBoost Regression\u00a0model with the help of\u00a0Grid Search CV\u00a0for hyper-parameter tuning and check for the accuracy.\nIn the last stage, we are deploying of the dataset into\u00a0Time Series\u00a0model also. Further, the dataset is being deployed in\u00a0LSTM\u00a0model to achieve the improvement inaccuracy.\n\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7b2dc3a elementor-author-box--layout-image-right elementor-author-box--align-right elementor-widget elementor-widget-author-box\" data-id=\"7b2dc3a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"author-box.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-author-box\">\n\t\t\t\n\t\t\t<div class=\"elementor-author-box__text\">\n\t\t\t\t\t\t\t\t\t<div >\n\t\t\t\t\t\t<h5 class=\"elementor-author-box__name\">\n\t\t\t\t\t\t\tAkansha Kaushik\t\t\t\t\t\t<\/h5>\n\t\t\t\t\t<\/div>\n\t\t\t\t\n\t\t\t\t\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>AI &amp; Machine Learning is creating a big boom in every type of industry. It dramatically helps many peoples by assisting or recommending them with essential things, and it is like a personal assistant in all the aspects. So the next phase of the revolution is wholly based on the AI, Robotic and IoT. In [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":5773,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[79],"tags":[],"class_list":["post-10209","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-cloud-migration"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v28.5) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>DEMAND FORECAST BLOG - ISmile Technologies<\/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:\/\/ismiletechnologies.com\/en_us\/cloud-migration\/demand-forecast-blog\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"DEMAND FORECAST BLOG - ISmile Technologies\" \/>\n<meta property=\"og:description\" content=\"AI &amp; Machine Learning is creating a big boom in every type of industry. It dramatically helps many peoples by assisting or recommending them with essential things, and it is like a personal assistant in all the aspects. So the next phase of the revolution is wholly based on the AI, Robotic and IoT. In [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ismiletechnologies.com\/en_us\/cloud-migration\/demand-forecast-blog\/\" \/>\n<meta property=\"og:site_name\" content=\"ISmile Technologies\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/ISmileTechnologiesOfficial\/\" \/>\n<meta property=\"article:published_time\" content=\"2020-09-07T15:40:20+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2023\/08\/ISmile-Technologies-6.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"675\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"ISmile_Technologies\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@iSmileTechnolo1\" \/>\n<meta name=\"twitter:site\" content=\"@iSmileTechnolo1\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"ISmile_Technologies\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/ismiletechnologies.com\\\/cloud-migration\\\/demand-forecast-blog\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ismiletechnologies.com\\\/cloud-migration\\\/demand-forecast-blog\\\/\"},\"author\":{\"name\":\"ISmile_Technologies\",\"@id\":\"https:\\\/\\\/ismiletechnologies.com\\\/en_za\\\/#\\\/schema\\\/person\\\/56a91efe6f901e20650f59f4f27dd375\"},\"headline\":\"DEMAND FORECAST BLOG\",\"datePublished\":\"2020-09-07T15:40:20+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/ismiletechnologies.com\\\/cloud-migration\\\/demand-forecast-blog\\\/\"},\"wordCount\":247,\"commentCount\":0,\"image\":{\"@id\":\"https:\\\/\\\/ismiletechnologies.com\\\/cloud-migration\\\/demand-forecast-blog\\\/#primaryimage\"},\"thumbnailUrl\":\"\",\"articleSection\":[\"Cloud Migration\"],\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\\\/\\\/ismiletechnologies.com\\\/cloud-migration\\\/demand-forecast-blog\\\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/ismiletechnologies.com\\\/cloud-migration\\\/demand-forecast-blog\\\/\",\"url\":\"https:\\\/\\\/ismiletechnologies.com\\\/cloud-migration\\\/demand-forecast-blog\\\/\",\"name\":\"DEMAND FORECAST BLOG - ISmile Technologies\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/ismiletechnologies.com\\\/en_za\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/ismiletechnologies.com\\\/cloud-migration\\\/demand-forecast-blog\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/ismiletechnologies.com\\\/cloud-migration\\\/demand-forecast-blog\\\/#primaryimage\"},\"thumbnailUrl\":\"\",\"datePublished\":\"2020-09-07T15:40:20+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/ismiletechnologies.com\\\/en_za\\\/#\\\/schema\\\/person\\\/56a91efe6f901e20650f59f4f27dd375\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/ismiletechnologies.com\\\/cloud-migration\\\/demand-forecast-blog\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/ismiletechnologies.com\\\/cloud-migration\\\/demand-forecast-blog\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/ismiletechnologies.com\\\/cloud-migration\\\/demand-forecast-blog\\\/#primaryimage\",\"url\":\"\",\"contentUrl\":\"\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/ismiletechnologies.com\\\/cloud-migration\\\/demand-forecast-blog\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Cloud Migration\",\"item\":\"https:\\\/\\\/ismiletechnologies.com\\\/category\\\/cloud-migration\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"DEMAND FORECAST BLOG\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/ismiletechnologies.com\\\/en_za\\\/#website\",\"url\":\"https:\\\/\\\/ismiletechnologies.com\\\/en_za\\\/\",\"name\":\"ISmile Technologies\",\"description\":\"Enterprise IT Consulting and Managed Services\",\"alternateName\":\"ISmile\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/ismiletechnologies.com\\\/en_za\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/ismiletechnologies.com\\\/en_za\\\/#\\\/schema\\\/person\\\/56a91efe6f901e20650f59f4f27dd375\",\"name\":\"ISmile_Technologies\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/3c687532cc0ad1d6dfada75405e8b8c38820a0d9f3e002b8c357317bb29b7bd7?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/3c687532cc0ad1d6dfada75405e8b8c38820a0d9f3e002b8c357317bb29b7bd7?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/3c687532cc0ad1d6dfada75405e8b8c38820a0d9f3e002b8c357317bb29b7bd7?s=96&d=mm&r=g\",\"caption\":\"ISmile_Technologies\"},\"sameAs\":[\"https:\\\/\\\/ismiletechnologies.com\\\/\"],\"honorificPrefix\":\"Mr\",\"honorificSuffix\":\"Manager\",\"birthDate\":\"1999-09-02\",\"gender\":\"Male\",\"award\":[\"Employee of the month\"],\"knowsAbout\":[\"Digital Marketing\",\"SEO\",\"SEM\",\"Social Media\",\"PPC\"],\"knowsLanguage\":[\"English\",\"Tamil\"],\"jobTitle\":\"Marketing Manager\",\"worksFor\":\"ISmile Technologies\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"DEMAND FORECAST BLOG - ISmile Technologies","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:\/\/ismiletechnologies.com\/en_us\/cloud-migration\/demand-forecast-blog\/","og_locale":"en_US","og_type":"article","og_title":"DEMAND FORECAST BLOG - ISmile Technologies","og_description":"AI &amp; Machine Learning is creating a big boom in every type of industry. It dramatically helps many peoples by assisting or recommending them with essential things, and it is like a personal assistant in all the aspects. So the next phase of the revolution is wholly based on the AI, Robotic and IoT. In [&hellip;]","og_url":"https:\/\/ismiletechnologies.com\/en_us\/cloud-migration\/demand-forecast-blog\/","og_site_name":"ISmile Technologies","article_publisher":"https:\/\/www.facebook.com\/ISmileTechnologiesOfficial\/","article_published_time":"2020-09-07T15:40:20+00:00","og_image":[{"width":1200,"height":675,"url":"https:\/\/ismiletechnologies.com\/wp-content\/uploads\/2023\/08\/ISmile-Technologies-6.png","type":"image\/png"}],"author":"ISmile_Technologies","twitter_card":"summary_large_image","twitter_creator":"@iSmileTechnolo1","twitter_site":"@iSmileTechnolo1","twitter_misc":{"Written by":"ISmile_Technologies","Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/ismiletechnologies.com\/cloud-migration\/demand-forecast-blog\/#article","isPartOf":{"@id":"https:\/\/ismiletechnologies.com\/cloud-migration\/demand-forecast-blog\/"},"author":{"name":"ISmile_Technologies","@id":"https:\/\/ismiletechnologies.com\/en_za\/#\/schema\/person\/56a91efe6f901e20650f59f4f27dd375"},"headline":"DEMAND FORECAST BLOG","datePublished":"2020-09-07T15:40:20+00:00","mainEntityOfPage":{"@id":"https:\/\/ismiletechnologies.com\/cloud-migration\/demand-forecast-blog\/"},"wordCount":247,"commentCount":0,"image":{"@id":"https:\/\/ismiletechnologies.com\/cloud-migration\/demand-forecast-blog\/#primaryimage"},"thumbnailUrl":"","articleSection":["Cloud Migration"],"inLanguage":"en-US","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/ismiletechnologies.com\/cloud-migration\/demand-forecast-blog\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/ismiletechnologies.com\/cloud-migration\/demand-forecast-blog\/","url":"https:\/\/ismiletechnologies.com\/cloud-migration\/demand-forecast-blog\/","name":"DEMAND FORECAST BLOG - ISmile Technologies","isPartOf":{"@id":"https:\/\/ismiletechnologies.com\/en_za\/#website"},"primaryImageOfPage":{"@id":"https:\/\/ismiletechnologies.com\/cloud-migration\/demand-forecast-blog\/#primaryimage"},"image":{"@id":"https:\/\/ismiletechnologies.com\/cloud-migration\/demand-forecast-blog\/#primaryimage"},"thumbnailUrl":"","datePublished":"2020-09-07T15:40:20+00:00","author":{"@id":"https:\/\/ismiletechnologies.com\/en_za\/#\/schema\/person\/56a91efe6f901e20650f59f4f27dd375"},"breadcrumb":{"@id":"https:\/\/ismiletechnologies.com\/cloud-migration\/demand-forecast-blog\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ismiletechnologies.com\/cloud-migration\/demand-forecast-blog\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ismiletechnologies.com\/cloud-migration\/demand-forecast-blog\/#primaryimage","url":"","contentUrl":""},{"@type":"BreadcrumbList","@id":"https:\/\/ismiletechnologies.com\/cloud-migration\/demand-forecast-blog\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Cloud Migration","item":"https:\/\/ismiletechnologies.com\/category\/cloud-migration\/"},{"@type":"ListItem","position":2,"name":"DEMAND FORECAST BLOG"}]},{"@type":"WebSite","@id":"https:\/\/ismiletechnologies.com\/en_za\/#website","url":"https:\/\/ismiletechnologies.com\/en_za\/","name":"ISmile Technologies","description":"Enterprise IT Consulting and Managed Services","alternateName":"ISmile","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ismiletechnologies.com\/en_za\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Person","@id":"https:\/\/ismiletechnologies.com\/en_za\/#\/schema\/person\/56a91efe6f901e20650f59f4f27dd375","name":"ISmile_Technologies","image":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/secure.gravatar.com\/avatar\/3c687532cc0ad1d6dfada75405e8b8c38820a0d9f3e002b8c357317bb29b7bd7?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/3c687532cc0ad1d6dfada75405e8b8c38820a0d9f3e002b8c357317bb29b7bd7?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/3c687532cc0ad1d6dfada75405e8b8c38820a0d9f3e002b8c357317bb29b7bd7?s=96&d=mm&r=g","caption":"ISmile_Technologies"},"sameAs":["https:\/\/ismiletechnologies.com\/"],"honorificPrefix":"Mr","honorificSuffix":"Manager","birthDate":"1999-09-02","gender":"Male","award":["Employee of the month"],"knowsAbout":["Digital Marketing","SEO","SEM","Social Media","PPC"],"knowsLanguage":["English","Tamil"],"jobTitle":"Marketing Manager","worksFor":"ISmile Technologies"}]}},"_links":{"self":[{"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/posts\/10209","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/comments?post=10209"}],"version-history":[{"count":0,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/posts\/10209\/revisions"}],"wp:attachment":[{"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/media?parent=10209"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/categories?post=10209"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ismiletechnologies.com\/en_us\/wp-json\/wp\/v2\/tags?post=10209"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}