﻿{"id":1664,"date":"2019-05-27T17:42:41","date_gmt":"2019-05-27T15:42:41","guid":{"rendered":"https:\/\/ecole.ensai.fr\/?page_id=1664"},"modified":"2025-03-13T08:37:21","modified_gmt":"2025-03-13T07:37:21","slug":"lindustrie-et-les-reseaux","status":"publish","type":"page","link":"https:\/\/ensai.fr\/en\/lindustrie-et-les-reseaux\/","title":{"rendered":"Industry, Networks, Environment"},"content":{"rendered":"<h2>Advanced Statistical Engineering<\/h2>\n<p><strong>The Advanced Statistical Engineering program at ENSAI opens up a wide array of career opportunities. These modeling experts master can use their know-how for quality-reliability for industry, environmental predictions, and signal and image treatment.\u00a0<\/strong><\/p>\n<p>Quality and safety are <strong>top priorities for industry<\/strong>. A Statistical Engineer\/Data Scientist uses a multitude of techniques to determine if a product meets quality standards (respects current regulations) as well as reliability expectations (functions properly) while keeping costs low. For reliability, s\/he works in <strong>production services<\/strong> (monitoring assembly lines, improving planning, production, and service processes) and <strong>financial services<\/strong> (production volume, cost analysis).<\/p>\n<p><strong>Images<\/strong> have become omnipresent in today&#8217;s world. Naturally, image treatment has become common in several fields. All digital image treatment relies on algorithms based on statistical descriptions and mathematical modeling of images.<\/p>\n<p><strong>Signal treatment<\/strong> includes all software and hardware techniques for the <strong>manipulation, coding, decoding, and filtering of electrical signals, time series, and functional data<\/strong>. This subject goes from the world of sensors to that of data compression, images, and finance. The body of statistical techniques focuses in particular on dimension reduction in order to deal with complex data. The fields of application of the signal are numerous and concern many domains: robotics, telecommunications, automobile, aeronautics, finance, and more.<\/p>\n<p>Are fishing quotas necessary for the survival of specific marine wildlife? Is the <strong>climate<\/strong> really changing? Do hedgerows contribute to <strong>biodiversity<\/strong>? What should <strong>agriculture<\/strong> be in the future (production, costs, pollution, preservation of species)? Is it possible to predict spikes in <strong>pollution<\/strong>? Does consuming or being in contact with certain products have an impact on <strong>health<\/strong>? A Data Scientist makes <strong>rigorous scientific analysis of data<\/strong> possible to help answer these and other <strong>critical questions<\/strong>.<\/p>\n<h3>Key Words<\/h3>\n<p>Signal and Image Treatment \/ Modeling \/ Filtering and Prediction \/ Quality Control \/ Reliability \/ Experiment Plans \/ Neural Networks<\/p>\n<h3>Careers<\/h3>\n<p>Data Scientist \/ R&amp;D Engineer \/ Head of Statistical Studies<\/p>\n<h3>Businesses within the ENSAI ecosystem<\/h3>\n<p>Air Liquide \/ EDF \/ Engie \/ Expl\u00e9o \/ Orange \/ Orano \/ Renault \/ RTE \/ Safran \/ SNCF \/ Thales \/ Val\u00e9o&#8230;<\/p>\n<p style=\"text-align: center;\"><span class=\"hentry_link_contour\"><a href=\"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/program\/\">Program<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Advanced Statistical Engineering The Advanced Statistical Engineering program at ENSAI opens up&#8230; <br \/><a class=\"readmore\" href=\"https:\/\/ensai.fr\/en\/lindustrie-et-les-reseaux\/\">Lire la suite<\/a><\/p>\n","protected":false},"author":1,"featured_media":3488,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1664","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.9 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Industry, Networks, Environment | ENSAI<\/title>\n<meta name=\"description\" content=\"La fili\u00e8re G\u00e9nie Statistique forme des experts en mod\u00e9lisation pour la qualit\u00e9-fiabilit\u00e9 pour l&#039;industrie, la pr\u00e9vision environnementale, le traitement de l&#039;image et du signal.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Industry, Networks, Environment | ENSAI\" \/>\n<meta property=\"og:description\" content=\"La fili\u00e8re G\u00e9nie Statistique forme des experts en mod\u00e9lisation pour la qualit\u00e9-fiabilit\u00e9 pour l&#039;industrie, la pr\u00e9vision environnementale, le traitement de l&#039;image et du signal.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/\" \/>\n<meta property=\"og:site_name\" content=\"ENSAI\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/Ensai35\/\" \/>\n<meta property=\"article:modified_time\" content=\"2025-03-13T07:37:21+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/ensai.fr\/wp-content\/uploads\/2019\/08\/banniere-industrie.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"438\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 minute\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/\",\"url\":\"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/\",\"name\":\"Industry, Networks, Environment | ENSAI\",\"isPartOf\":{\"@id\":\"https:\/\/ensai.fr\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/ensai.fr\/wp-content\/uploads\/2019\/08\/banniere-industrie.jpg\",\"datePublished\":\"2019-05-27T15:42:41+00:00\",\"dateModified\":\"2025-03-13T07:37:21+00:00\",\"description\":\"La fili\u00e8re G\u00e9nie Statistique forme des experts en mod\u00e9lisation pour la qualit\u00e9-fiabilit\u00e9 pour l'industrie, la pr\u00e9vision environnementale, le traitement de l'image et du signal.\",\"breadcrumb\":{\"@id\":\"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/#primaryimage\",\"url\":\"https:\/\/ensai.fr\/wp-content\/uploads\/2019\/08\/banniere-industrie.jpg\",\"contentUrl\":\"https:\/\/ensai.fr\/wp-content\/uploads\/2019\/08\/banniere-industrie.jpg\",\"width\":1200,\"height\":438},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Accueil\",\"item\":\"https:\/\/ensai.fr\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"After ENSAI\",\"item\":\"https:\/\/ensai.fr\/en\/apres-lensai\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Being a Data Scientist\",\"item\":\"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/\"},{\"@type\":\"ListItem\",\"position\":4,\"name\":\"Industry, Networks, Environment\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/ensai.fr\/#website\",\"url\":\"https:\/\/ensai.fr\/\",\"name\":\"ENSAI\",\"description\":\"La Science des Donn\u00e9es\",\"publisher\":{\"@id\":\"https:\/\/ensai.fr\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/ensai.fr\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/ensai.fr\/#organization\",\"name\":\"ENSAI\",\"url\":\"https:\/\/ensai.fr\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"en-US\",\"@id\":\"https:\/\/ensai.fr\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/ensai.fr\/wp-content\/uploads\/2019\/05\/Ensai-logo.png\",\"contentUrl\":\"https:\/\/ensai.fr\/wp-content\/uploads\/2019\/05\/Ensai-logo.png\",\"width\":493,\"height\":463,\"caption\":\"ENSAI\"},\"image\":{\"@id\":\"https:\/\/ensai.fr\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.facebook.com\/Ensai35\/\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Industry, Networks, Environment | ENSAI","description":"La fili\u00e8re G\u00e9nie Statistique forme des experts en mod\u00e9lisation pour la qualit\u00e9-fiabilit\u00e9 pour l'industrie, la pr\u00e9vision environnementale, le traitement de l'image et du signal.","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:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/","og_locale":"en_US","og_type":"article","og_title":"Industry, Networks, Environment | ENSAI","og_description":"La fili\u00e8re G\u00e9nie Statistique forme des experts en mod\u00e9lisation pour la qualit\u00e9-fiabilit\u00e9 pour l'industrie, la pr\u00e9vision environnementale, le traitement de l'image et du signal.","og_url":"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/","og_site_name":"ENSAI","article_publisher":"https:\/\/www.facebook.com\/Ensai35\/","article_modified_time":"2025-03-13T07:37:21+00:00","og_image":[{"width":1200,"height":438,"url":"https:\/\/ensai.fr\/wp-content\/uploads\/2019\/08\/banniere-industrie.jpg","type":"image\/jpeg"}],"twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"1 minute"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/","url":"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/","name":"Industry, Networks, Environment | ENSAI","isPartOf":{"@id":"https:\/\/ensai.fr\/#website"},"primaryImageOfPage":{"@id":"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/#primaryimage"},"image":{"@id":"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/#primaryimage"},"thumbnailUrl":"https:\/\/ensai.fr\/wp-content\/uploads\/2019\/08\/banniere-industrie.jpg","datePublished":"2019-05-27T15:42:41+00:00","dateModified":"2025-03-13T07:37:21+00:00","description":"La fili\u00e8re G\u00e9nie Statistique forme des experts en mod\u00e9lisation pour la qualit\u00e9-fiabilit\u00e9 pour l'industrie, la pr\u00e9vision environnementale, le traitement de l'image et du signal.","breadcrumb":{"@id":"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":["https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/"]}]},{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/#primaryimage","url":"https:\/\/ensai.fr\/wp-content\/uploads\/2019\/08\/banniere-industrie.jpg","contentUrl":"https:\/\/ensai.fr\/wp-content\/uploads\/2019\/08\/banniere-industrie.jpg","width":1200,"height":438},{"@type":"BreadcrumbList","@id":"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/lindustrie-et-les-reseaux\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Accueil","item":"https:\/\/ensai.fr\/en\/"},{"@type":"ListItem","position":2,"name":"After ENSAI","item":"https:\/\/ensai.fr\/en\/apres-lensai\/"},{"@type":"ListItem","position":3,"name":"Being a Data Scientist","item":"https:\/\/ensai.fr\/en\/apres-lensai\/les-metiers-de-la-data-2\/"},{"@type":"ListItem","position":4,"name":"Industry, Networks, Environment"}]},{"@type":"WebSite","@id":"https:\/\/ensai.fr\/#website","url":"https:\/\/ensai.fr\/","name":"ENSAI","description":"La Science des Donn\u00e9es","publisher":{"@id":"https:\/\/ensai.fr\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/ensai.fr\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"},{"@type":"Organization","@id":"https:\/\/ensai.fr\/#organization","name":"ENSAI","url":"https:\/\/ensai.fr\/","logo":{"@type":"ImageObject","inLanguage":"en-US","@id":"https:\/\/ensai.fr\/#\/schema\/logo\/image\/","url":"https:\/\/ensai.fr\/wp-content\/uploads\/2019\/05\/Ensai-logo.png","contentUrl":"https:\/\/ensai.fr\/wp-content\/uploads\/2019\/05\/Ensai-logo.png","width":493,"height":463,"caption":"ENSAI"},"image":{"@id":"https:\/\/ensai.fr\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.facebook.com\/Ensai35\/"]}]}},"_links":{"self":[{"href":"https:\/\/ensai.fr\/en\/wp-json\/wp\/v2\/pages\/1664","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ensai.fr\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/ensai.fr\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/ensai.fr\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ensai.fr\/en\/wp-json\/wp\/v2\/comments?post=1664"}],"version-history":[{"count":9,"href":"https:\/\/ensai.fr\/en\/wp-json\/wp\/v2\/pages\/1664\/revisions"}],"predecessor-version":[{"id":15264,"href":"https:\/\/ensai.fr\/en\/wp-json\/wp\/v2\/pages\/1664\/revisions\/15264"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ensai.fr\/en\/wp-json\/wp\/v2\/media\/3488"}],"wp:attachment":[{"href":"https:\/\/ensai.fr\/en\/wp-json\/wp\/v2\/media?parent=1664"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}