{"id":49537,"date":"2017-09-14T06:00:34","date_gmt":"2017-09-14T04:00:34","guid":{"rendered":"http:\/\/smeupnew.it\/magazine\/blog\/machine-learning-business-intelligence\/"},"modified":"2021-04-01T09:38:28","modified_gmt":"2021-04-01T07:38:28","slug":"machine-learning-business-intelligence","status":"publish","type":"post","link":"https:\/\/www.smeup.com\/magazine\/blog\/machine-learning-business-intelligence\/","title":{"rendered":"Machine Learning e Business Intelligence"},"content":{"rendered":"<h2>Cosa \u00e8 il Machine Learning<\/h2>\n<p>Machine Learning significa letteralmente \u201c<strong>apprendimento della macchina<\/strong>\u201d e si intende il processo attraverso il quale la macchina, o meglio il computer, apprende regole e relazioni da quanto gli viene insegnato, riuscendo cos\u00ec a predire comportamenti futuri.<\/p>\n<h2>Come \u00e8 possibile che la macchina impari?<\/h2>\n<p>L\u2019<strong>abbondanza di dati<\/strong> disponibili grazie al diffondersi di computer, sensori, software ed all\u2019impiego di internet, ci consente di registrare ed elaborare dati in quantit\u00e0 sempre pi\u00f9 elevata. La maggiore disponibilit\u00e0 di dati deve andare di pari passo con lo sviluppo della tecnologia e al ridimensionamento dei costi delle infrastrutture hardware. Questi fattori che hanno reso l\u2019<strong>immagazzinamento e<\/strong> la <strong>conservazione<\/strong> dei dati possibile e relativamente semplice.<\/p>\n<h2>Cosa significa ci\u00f2?<\/h2>\n<p>Ora, grazie ai dati disponibili, che costituiscono gi\u00e0 l\u2019intera popolazione del fenomeno da analizzare, <strong>si estrapolano direttamente le correlazioni insite negli stessi, <\/strong>giungendo ad una nuova<strong> conoscenza data driven.<\/strong><\/p>\n<h2>Come viene allenata la macchina?<\/h2>\n<p>La macchina non apprende in modo automatico, ma, per essere allenata, ha bisogno che le venga fornito lo schema giusto. In termini statistici, quindi, \u201cl\u2019algoritmo\u201d pi\u00f9 adatto a rappresentare le relazioni insite nei dati. La <strong>selezione dell\u2019algoritmo pi\u00f9 appropriato<\/strong>\u00a0\u00e8 il risultato dell&#8217;applicazione di specifiche tecniche statistiche che consentono di selezionare un modello generalizzabile su nuovi dati.<\/p>\n<h2>Cosa propone smeup?<\/h2>\n<p>Grazie al Machine Learning \u00e8 possibile sviluppare <strong>molteplici progetti<\/strong> basati sulla conoscenza data driven. Questo allo scopo di migliorare la produttivit\u00e0 aziendale, grazie ad un pi\u00f9 efficace controllo del processo di business, tra i quali:<\/p>\n<ul>\n<li><strong>Analisi della qualit\u00e0 del prodotto<\/strong> (analisi dei pezzi buoni\/scarti)<\/li>\n<li><strong>Profilazione della clientela<\/strong><\/li>\n<li><strong>Manutenzione predittiva<\/strong> (studio del verificarsi del guasto di una macchina)<\/li>\n<\/ul>\n<p>Vediamo ad esempio le fasi di un progetto di Manutenzione predittiva:<\/p>\n<ul>\n<li>Si individuano i <strong>sensori<\/strong> relativi al fenomeno che si vuole analizzare (ad esempio temperature, pressioni, vibrazioni \u00a0ecc.);<\/li>\n<li>Si raccolgono i <strong>\u201cbig data\u201d<\/strong>, cio\u00e8 un grande volume di dati che riassumano la storia dei guasti. I dati devono essere inoltre consistenti e completi, per non inficiare il risultato dell\u2019analisi;<\/li>\n<li>Il <strong>Data Scientist<\/strong> utilizza il software R, un potente programma free e open\u2013source specifico per analisi statistiche e costruisce vari algoritmi. Questo \u00a0allo scopo di selezionare l\u2019<strong>algoritmo vincente<\/strong> per individuare gli elementi che consentono decisioni pi\u00f9 precise ed efficaci;<\/li>\n<li>Si utilizza poi <strong>Qlik<\/strong>, il programma che gi\u00e0 utilizziamo efficacemente per la <strong>Business Intelligence<\/strong>. Esso \u00e8 dotato di un\u2019elevatissima potenza di calcolo. Qlik lancia l\u2019algoritmo selezionato su nuovi dati provenienti dallo stesso flusso aziendale e consente la realizzazione di report (es. KPI \u00a0e grafici relativi alle variabili critiche da monitorare, ecc.).<\/li>\n<\/ul>\n<p>Il <strong>progetto<\/strong> di Machine Learning descritto viene realizzato in maniera <strong>sartoriale<\/strong> sullo specifico processo aziendale di ogni azienda e controllato interamente dal Data Scientist. Infatti, anche se apparentemente ci troviamo di fronte ad aziende con dati e processi simili tra loro, ogni realt\u00e0 ha una sua personale distribuzione e tipologia di variabili che determina l\u2019<strong>unicit\u00e0 dell\u2019analisi<\/strong>.<\/p>\n<p><strong>Sara Pea<br \/>\n<\/strong><em>Specialista Business Intelligence &#8211; smeup<br \/>\n<\/em><a href=\"https:\/\/it.linkedin.com\/in\/sara-pea-b9b89997\" target=\"_blank\" rel=\"noopener\">My LinkedIn Profile<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Per Machine Learning si intende il processo attraverso il quale  il computer apprende regole e relazioni da quanto gli viene insegnato, riuscendo cos\u00ec a predire comportamenti futuri. L\u2019abbondanza di dati disponibili ci consente di registrare ed elaborare dati in quantit\u00e0 sempre pi\u00f9 elevata. Come? Scoprilo.<\/p>\n","protected":false},"author":1,"featured_media":52711,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[7166],"tags":[3964,3965,3966,3967,3969,3970,3971,3972,3913,3973,3974,3975,3976],"class_list":["post-49537","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-machine-learning","tag-algoritmo","tag-analisi-dati","tag-analisi-qualita-prodotto","tag-campionamento-statistico","tag-data-scientist","tag-database","tag-dataset","tag-elaborare-dati","tag-machine-learning","tag-manutenzione-predittiva","tag-performance-predittiva","tag-prevedere-comportamenti","tag-profilazione-clientela"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Machine Learning e Business Intelligence: conoscere e decidere con i dati<\/title>\n<meta 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