{"id":48501,"date":"2023-07-07T13:12:46","date_gmt":"2023-07-07T11:12:46","guid":{"rendered":"https:\/\/www.irion-edm.com\/data-management\/machine-learning-fails-soluzioni\/"},"modified":"2025-01-07T12:26:39","modified_gmt":"2025-01-07T10:26:39","slug":"machine-learning-fails-soluzioni","status":"publish","type":"post","link":"https:\/\/www.irion-edm.com\/it\/data-management\/machine-learning-fails-soluzioni\/","title":{"rendered":"Data Product: una soluzione al mancato deploy dei progetti di machine learning"},"content":{"rendered":"\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-7387b849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<p class=\"wp-block-paragraph\">Tra i numerosi progetti di <strong>machine learning<\/strong> avviati, pochissimi vengono poi effettivamente realizzati negli ambienti di <strong>produzione<\/strong>: questa tendenza, emersa da un\u2019indagine del magazine specializzato <em>KDnuggets<\/em>, evidenzia le difficolt\u00e0 riscontrate dalle aziende che non adottano un approccio corretto, quando cercano di creare applicazioni basate sull\u2019intelligenza artificiale o sulle advanced analytics. Commentando il sondaggio, <strong>Eric Siegel<\/strong> (fondatore della Machine Learning Week) parla di \u201cindustry-wide failure\u201d, da lui attribuito all\u2019assenza di una leadership matura.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Perch\u00e9 falliscono i progetti ML<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Secondo l\u2019esperto, il forte interesse (\u201cexcitement\u201d) per i progetti di ML \u00e8 pienamente giustificato, ma i problemi risiedono quasi del tutto nell\u2019<strong>approccio<\/strong> <strong>aziendale<\/strong>, spesso pi\u00f9 focalizzato sulla tecnologia stessa che sulla sua messa in produzione. Alla survey hanno risposto 114 data scientist, per met\u00e0 appartenenti ad aziende che consumano analytics; l\u2019altra met\u00e0 era divisa tra vendor, aziende pubbliche, accademia e altri stakeholder. <del><\/del><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">La prima domanda chiedeva quanti modelli di machine learning fossero arrivati alla <strong>fase di deployment<\/strong>: 4 intervistati su 5 hanno indicato una percentuale inferiore al 40% (oltre la met\u00e0 \u2013 58% delle risposte \u2013 addirittura sotto il 20% di modelli realizzati). <ins><\/ins><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Questi risultati, spiega Siegel, sono in linea con ricerche precedenti. &nbsp;La seconda domanda indagava le cause della mancata \u201cmessa a terra\u201d dei progetti ML. In due casi su tre, le criticit\u00e0 riguardano il rapporto tra i nuovi modelli e le operations preesistenti, vuoi perch\u00e9 i <strong>decision maker<\/strong> non approvano il cambiamento (32%) o perch\u00e9 si resta impantanati in difficolt\u00e0 tecniche (35%) nelle fasi di implementazione o <strong>integrazione<\/strong> del nuovo modello nei processi gi\u00e0 in essere.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Supportare il lavoro dei data scientist<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Lo scienziato dei dati, di norma, non ha vita facile: spesso i dati che gli servono per creare qualsiasi modello (anche di machine learning) <strong>arrivano in ritardo<\/strong>, magari in un formato diverso da quello atteso, oppure contengono innumerevoli errori, tavolta difficili da individuare o \u2013 ancora \u2013 non si sa bene dove siano i dati. &nbsp;<br><br>Secondo Gartner, la <strong>cattiva qualit\u00e0 dei dati<\/strong> costa in media a un\u2019azienda 12,9 milioni di dollari ogni anno.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Ecco perch\u00e9 un esperto di data management pu\u00f2 evitare che un progetto parta zoppo, magari per una scarsa attenzione al <strong>presidio e governo<\/strong> dei dati. La fase preparatoria \u00e8 fondamentale per il successo di ogni iniziativa: diventa essenziale il contributo di figure professionali come il <a href=\"https:\/\/www.irion-edm.com\/it\/data-management\/data-engineer-cosafa-competenze-studi\/\" target=\"_blank\" rel=\"noreferrer noopener\">data engineer<\/a>.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Data Product e leadership<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Secondo <em>Harvard Business Review<\/em>, i <a href=\"https:\/\/www.irion-edm.com\/it\/data-governance\/data-product-definizione-contesti-metadati\/\" target=\"_blank\" rel=\"noreferrer noopener\">data product<\/a> (definiti come \u201cil tentativo di creare dataset riusabili, che nel tempo possono essere analizzati in modo diverso da utenti diversi, per risolvere un determinato problema di business\u201d) rappresentano <strong>una risposta<\/strong> <strong>potente <\/strong>\u2013 soprattutto nelle \u201cgrandi aziende legacy\u201d \u2013 a questo tipo di criticit\u00e0, a prescindere dal fatto che integrino o meno funzionalit\u00e0 di AI e\/o analytics, perch\u00e9 questo \u201corientamento al prodotto\u201d crea comunque benefici in entrambi i casi.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">L\u2019idea dietro i data product, sottolinea <a href=\"https:\/\/hbr.org\/2022\/10\/why-your-company-needs-data-product-managers\" target=\"_blank\" rel=\"noreferrer noopener\">HBR<\/a>, non \u00e8 del tutto nuova. Ma l\u2019adozione di questo strumento pu\u00f2 essere decisiva in quel tipo di aziende, perch\u00e9 molti dei loro data scientist \u201ccredono che il loro lavoro sia finito quando creano un modello che si adatta bene ai dati\u201d. Per questo si pensa a un nuovo ruolo, il <strong>Data Product Manager<\/strong>, con competenze diverse non solo dagli \u201cscienziati dei dati\u201d, ma anche rispetto ai Chief Data Officer (CDO).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Questo figura professionale, pertanto, non solo dovr\u00e0 saper <strong>gestire lo sviluppo trasversale<\/strong> (\u201ccross-functional\u201d) di un data product, la sua messa in produzione (\u201cdeployment\u201d), un team multidisciplinare e i relativi task \u2013 come un classico product manager \u2013 ma anche avere la capacit\u00e0 di <strong>comunicare <\/strong>in modo efficace con i <strong>business leader<\/strong>, i cui processi saranno coinvolti in tutti questi cambiamenti.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">La visione di Irion<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">L\u2019espressione \u201cdata product\u201d \u00e8 ormai un concetto centrale del data management moderno (grazie anche all\u2019interesse internazionale suscitato dal framework Data Mesh) e un pilastro per un\u2019organizzazione data driven. Ma in concreto cosa ha di diverso da un semplice dataset? Quali sono i suoi tratti distintivi e i contesti in cui applicarlo? Come si realizza (e soprattutto, come si usa) un data product? Scoprite di pi\u00f9 nel <a href=\"https:\/\/www.irion-edm.com\/it\/data-governance\/data-product-definizione-contesti-metadati\/\" target=\"_blank\" rel=\"noreferrer noopener\">focus a cura di Mario Vellella e Mauro Tuvo<\/a>.<\/p>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:38px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-align-center has-medium-font-size wp-block-paragraph\">Scopri la piattaforma Irion EDM!<\/p>\n\n\n\n<div class=\"wp-block-buttons has-custom-font-size has-small-font-size is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-3e41869c wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/www.irion-edm.com\/it\/la-piattaforma-end-to-end-irion-edm\/\" style=\"border-radius:7px;background-color:#1fb1ea\">LEGGI TUTTO<\/a><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Tra i numerosi progetti di machine learning avviati, pochissimi vengono poi effettivamente realizzati negli ambienti di produzione: questa tendenza, emersa da un\u2019indagine del magazine specializzato KDnuggets, evidenzia le difficolt\u00e0 riscontrate dalle aziende che non adottano un approccio corretto, quando cercano di creare applicazioni basate sull\u2019intelligenza artificiale o sulle advanced analytics. Commentando il sondaggio, Eric Siegel [&hellip;]<\/p>\n","protected":false},"author":191,"featured_media":48502,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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