{"id":52,"date":"2023-01-27T15:02:19","date_gmt":"2023-01-27T14:02:19","guid":{"rendered":"https:\/\/machinelearning.humanativaspa.it\/en\/?p=52"},"modified":"2023-03-03T15:12:33","modified_gmt":"2023-03-03T14:12:33","slug":"advanced-analytics-for-intelligence-tools","status":"publish","type":"post","link":"https:\/\/machinelearning.humanativaspa.it\/en\/advanced-analytics-for-intelligence-tools\/","title":{"rendered":"Advanced analytics for intelligence tools"},"content":{"rendered":"<h3><img loading=\"lazy\" decoding=\"async\" class=\"size-medium wp-image-99 aligncenter\" src=\"https:\/\/machinelearning.humanativaspa.it\/en\/wp-content\/uploads\/sites\/4\/2023\/03\/regione-300x65.jpg\" alt=\"\" width=\"300\" height=\"65\" srcset=\"https:\/\/machinelearning.humanativaspa.it\/en\/wp-content\/uploads\/sites\/4\/2023\/03\/regione-300x65.jpg 300w, https:\/\/machinelearning.humanativaspa.it\/en\/wp-content\/uploads\/sites\/4\/2023\/03\/regione.jpg 605w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/h3>\n<h3><strong>La Challenge<\/strong><\/h3>\n<p>Build a Machine Learning solution that can be used as an investigation tool (OSINT).<\/p>\n<p>The challenge stems from the idea of integrating proprietary methodologies and solutions, from which arises the possibility of addressing Open Source Intelligence (OSINT) issues, for the development of &#8220;intelligence tools&#8221;.<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>The Solution<\/strong><\/h3>\n<p>Engineering a solution to integrate data from all available sources, types and sizes.<\/p>\n<p>Transform unstructured data \u2013 videos, images, text and online content \u2013 into accessible data.<\/p>\n<p>The solution allows you to extend the terms &#8220;open source&#8221; by collecting information from new public sources.<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>The Benefits<\/strong><\/h3>\n<p>It allows you to use a series of algorithms related to NLP analysis of content:<\/p>\n<ul>\n<li>Topic detection<\/li>\n<\/ul>\n<p>o Detection of the topic covered by a text<\/p>\n<ul>\n<li>Sentiment analysis<\/li>\n<\/ul>\n<p>o Detection of the judgment, positive or negative, expressed by a text on a given topic (sentiment analysis)<\/p>\n<ul>\n<li>Reputation analysis<\/li>\n<li>Content suggestion<\/li>\n<li>Information &amp; relation extraction<\/li>\n<\/ul>\n<p>o Detection of predefined entities, within a text (information extraction) and, possibly, of the logical relationships between them (relation extraction)<\/p>\n<p>&nbsp;<\/p>\n<h3><strong>Humanativa\u2019s Role<\/strong><\/h3>\n<p><strong>\u00a0<\/strong>Engineering of proprietary components and implementation of the Machine Learning solution.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>La Challenge Build a Machine Learning solution that can be used as an investigation tool (OSINT). The challenge [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":98,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[50,1],"tags":[4,33,32,36,35,34],"class_list":["post-52","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-intelligence","category-use-case","tag-big-data","tag-content-suggestion","tag-information-relation-extraction","tag-reputation-analysis","tag-sentiment-analysis","tag-topic-detection"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Advanced analytics for intelligence tools - HN Machine Learning en<\/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:\/\/machinelearning.humanativaspa.it\/en\/advanced-analytics-for-intelligence-tools\/\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:title\" content=\"Advanced analytics for intelligence tools - HN Machine Learning en\" \/>\n<meta name=\"twitter:description\" content=\"La Challenge Build a Machine Learning solution that can be used as an investigation tool (OSINT). 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