{"id":2156,"date":"2024-12-16T10:17:58","date_gmt":"2024-12-16T09:17:58","guid":{"rendered":"https:\/\/fare.stat.unipd.it\/?p=2156"},"modified":"2025-05-08T12:38:36","modified_gmt":"2025-05-08T10:38:36","slug":"natural-language-processing-dai-bow-ai-transformers","status":"publish","type":"post","link":"https:\/\/fare.stat.unipd.it\/?p=2156","title":{"rendered":"Natural Language Processing: dai BoW ai Transformers"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"2156\" class=\"elementor elementor-2156\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e9c29bc e-flex e-con-boxed e-con e-parent\" data-id=\"e9c29bc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-db72e18 elementor-widget elementor-widget-image\" data-id=\"db72e18\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"800\" height=\"300\" src=\"https:\/\/fare.stat.unipd.it\/wp-content\/uploads\/2024\/12\/Corso-NLP-website-cover-600-x-300-px-800-x-300-px-1.png\" class=\"attachment-full size-full wp-image-2209\" alt=\"\" srcset=\"https:\/\/fare.stat.unipd.it\/wp-content\/uploads\/2024\/12\/Corso-NLP-website-cover-600-x-300-px-800-x-300-px-1.png 800w, https:\/\/fare.stat.unipd.it\/wp-content\/uploads\/2024\/12\/Corso-NLP-website-cover-600-x-300-px-800-x-300-px-1-300x113.png 300w, https:\/\/fare.stat.unipd.it\/wp-content\/uploads\/2024\/12\/Corso-NLP-website-cover-600-x-300-px-800-x-300-px-1-768x288.png 768w\" sizes=\"100vw\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9c5562c elementor-widget elementor-widget-text-editor\" data-id=\"9c5562c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"MsoNormal\"><span style=\"text-align: justify; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem;\">Questo corso offre una panoramica\u00a0completa delle principali tecniche di <\/span><b style=\"text-align: justify; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-size: 1rem;\">Natural\u00a0Language Processing (NLP)<\/b><span style=\"text-align: justify; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem;\">, affrontando sia i concetti teorici di base sia\u00a0le applicazioni pratiche pi\u00f9 avanzate. \u00c8 pensato per fornire una comprensione\u00a0solida e strumenti operativi per lavorare con i dati testuali.<\/span><\/h3><p class=\"MsoNormal\" style=\"text-align: justify; margin: 12.0pt 0cm 12.0pt 0cm;\">Verranno analizzati i passaggi\u00a0fondamentali che hanno guidato l&#8217;evoluzione della disciplina, a partire dai\u00a0metodi statistici tradizionali come il <b>Bag\u00a0of Words (BoW)<\/b>, passando per gli <b>Embeddings<\/b>,\u00a0fino alle architetture <b>Transformers<\/b>,\u00a0evidenziando il loro ruolo centrale nello sviluppo dei pi\u00f9 avanzati <b>Large Language Models (LLM)<\/b> come<b> BERT<\/b> e <b>GPT<\/b>.<\/p><p class=\"MsoNormal\" style=\"text-align: justify; margin: 12.0pt 0cm 12.0pt 0cm;\"><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem;\">Il percorso non si limita alla\u00a0teoria, ma include esempi pratici e casi applicativi, per mostrare come queste\u00a0tecniche possano essere utilizzate efficacemente in ambito professionale.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-46cb98c elementor-widget elementor-widget-text-editor\" data-id=\"46cb98c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><span style=\"font-size: 12.0pt; mso-bidi-font-size: 11.0pt; line-height: 107%;\">Dettagli<\/span><b><span style=\"font-size: 12.0pt; mso-bidi-font-size: 11.0pt; line-height: 107%;\"> del Corso<\/span><\/b><\/h3><p style=\"text-indent: -17.85pt; mso-list: l0 level1 lfo1; margin: 0cm 0cm .0001pt 35.7pt;\"><!-- [if !supportLists]-->\u25cf<span style=\"font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-size-adjust: none; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-variant-emoji: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span><!--[endif]--><b>Durata: <\/b>2 giorni<b> <\/b><\/p><p style=\"text-indent: -17.85pt; mso-list: l0 level1 lfo1; margin: 0cm 0cm .0001pt 35.7pt;\"><!-- [if !supportLists]-->\u25cf<span style=\"font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-size-adjust: none; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-variant-emoji: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span><!--[endif]--><b>Data: <\/b>10 Aprile 2025 9:00 \u2013 11 Aprile 2025 18:00<b><\/b><\/p><p style=\"text-indent: -17.85pt; mso-list: l0 level1 lfo1; margin: 0cm 0cm .0001pt 35.7pt;\"><!-- [if !supportLists]-->\u25cf<span style=\"font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-size-adjust: none; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-variant-emoji: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span><!--[endif]--><b>Lingua: <\/b>italiano<b><\/b><\/p><p style=\"text-indent: -17.85pt; mso-list: l0 level1 lfo1; margin: 0cm 0cm .0001pt 35.7pt;\"><!-- [if !supportLists]-->\u25cf<span style=\"font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-size-adjust: none; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-variant-emoji: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span><!--[endif]--><b>Location: <\/b>Dipartimento di Scienze Statistiche, via Cesare Battisti 241, 35121\u00a0Padova<\/p><p style=\"text-indent: -17.85pt; mso-list: l0 level1 lfo1; margin: 0cm 0cm .0001pt 35.7pt;\"><span style=\"text-indent: -17.85pt; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-size: 1rem;\">\u25cf<\/span><span style=\"text-indent: -17.85pt; color: var( --e-global-color-text ); font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-size-adjust: none; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-variant-emoji: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span><b style=\"text-indent: -17.85pt; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align); font-size: 1rem;\">Costo: <\/b><span style=\"text-indent: -17.85pt; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-size: 1rem;\">500 euro<\/span><\/p><p style=\"text-indent: -17.85pt; mso-list: l0 level1 lfo1; margin: 0cm 0cm .0001pt 35.7pt;\"><span style=\"text-indent: -17.85pt; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-size: 1rem;\">\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2507d0d elementor-widget elementor-widget-text-editor\" data-id=\"2507d0d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><b><span style=\"font-size: 12.0pt; mso-bidi-font-size: 11.0pt; line-height: 107%;\">Cosa imparerai<\/span><\/b><\/h3><p style=\"text-indent: -18.0pt; mso-list: l0 level1 lfo1; margin: 12.0pt 0cm .0001pt 36.0pt;\"><!-- [if !supportLists]-->\u25cf<span style=\"font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-size-adjust: none; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-variant-emoji: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span>Comprendere le basi e le applicazioni del <b>Natural Language Processing (NLP)<\/b> come campo interdisciplinare che combina linguistica, intelligenza artificiale e informatica.<\/p><p style=\"text-indent: -18.0pt; mso-list: l0 level1 lfo1; margin: 0cm 0cm .0001pt 36.0pt;\"><!-- [if !supportLists]-->\u25cf<span style=\"font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-size-adjust: none; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-variant-emoji: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span><!--[endif]-->Applicazione di logiche di <b>Fuzzy String Matching<\/b> per l\u2019organizzazione di dati non strutturati.<\/p><p style=\"text-indent: -18.0pt; mso-list: l0 level1 lfo1; margin: 0cm 0cm .0001pt 36.0pt;\"><!-- [if !supportLists]-->\u25cf<span style=\"font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-size-adjust: none; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-variant-emoji: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span><!--[endif]-->Utilizzo degli <b>Embeddings <\/b>per la classificazione di documenti testuali.<\/p><p style=\"text-indent: -18.0pt; mso-list: l0 level1 lfo1; margin: 0cm 0cm .0001pt 36.0pt;\"><!-- [if !supportLists]-->\u25cf<span style=\"font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-size-adjust: none; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-variant-emoji: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span>Sviluppo di un sistema<b> RAG (Retrieval-Augmented Generation)<\/b>. Come predisporre un <b>Large Language Models (LLM) <\/b>a fornire risposte contestualizzate e aggiornabili.<\/p><p style=\"text-indent: -18.0pt; mso-list: l0 level1 lfo1; margin: 0cm 0cm .0001pt 36.0pt;\"><!-- [if !supportLists]-->\u25cf<span style=\"font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-size-adjust: none; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-variant-emoji: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0 <\/span><!--[endif]--><b>Fine Tuning<\/b> di un <b>Large Language Models (LLM)<\/b>. Come personalizzare un LLM per adattarlo a contesti specifici.<\/p><p style=\"text-indent: -18.0pt; mso-list: l0 level1 lfo1; margin: 0cm 0cm .0001pt 36.0pt;\"><span style=\"text-indent: -18pt; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-size: 1rem;\">\u25cf<\/span><span style=\"text-indent: -18pt; color: var( --e-global-color-text ); font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-variant-numeric: normal; font-variant-east-asian: normal; font-variant-alternates: normal; font-size-adjust: none; font-kerning: auto; font-optical-sizing: auto; font-feature-settings: normal; font-variation-settings: normal; font-variant-position: normal; font-variant-emoji: normal; font-stretch: normal; font-size: 7pt; line-height: normal; font-family: 'Times New Roman';\">\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0<\/span><span style=\"text-indent: -18pt; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-size: 1rem;\">Introduzione a <\/span><b style=\"text-indent: -18pt; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align); font-size: 1rem;\">LocalAI &#8211; https:\/\/localai.io\/<\/b><span style=\"text-indent: -18pt; color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-size: 1rem;\">, una piattaforma open-source progettata per l\u2019utilizzo di modelli linguistici e multimodali in locale o su infrastrutture on-premise. Permette di utilizzare LLM, generare immagini, audio e molto altro, operando con hardware consumer-grade, senza la necessit\u00e0 di una GPU dedicata. Una piattaforma pensata per sviluppatori e aziende che desiderano mantenere il controllo sui propri dati e infrastrutture.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9c32bbf e-flex e-con-boxed e-con e-parent\" data-id=\"9c32bbf\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a1a6fe7 elementor-widget elementor-widget-text-editor\" data-id=\"a1a6fe7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 style=\"break-after: auto; text-align: left;\"><span style=\"font-size: 13.0pt; line-height: 107%;\"><b>Perch\u00e9 partecipare\u00a0<\/b><\/span><\/h3><p style=\"mso-pagination: widow-orphan; page-break-after: auto;\"><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align); color: var( --e-global-color-text ); font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem;\">Questo corso \u00e8 pensato per chi desidera approfondire la\u00a0<\/span><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align); color: var( --e-global-color-text ); font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem;\">propria conoscenza in NLP, imparando non solo i concetti teorici, ma anche le\u00a0<\/span><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align); color: var( --e-global-color-text ); font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem;\">competenze pratiche necessarie per affrontare sfide reali nel campo\u00a0<\/span><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align); color: var( --e-global-color-text ); font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem;\">dell&#8217;elaborazione del linguaggio naturale. Che tu sia uno sviluppatore, un data\u00a0<\/span><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align); color: var( --e-global-color-text ); font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem;\">scientist o un appassionato di intelligenza artificiale, questo corso ti\u00a0<\/span><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align); color: var( --e-global-color-text ); font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem;\">fornir\u00e0 le basi e le conoscenze avanzate per utilizzare tecnologie\u00a0<\/span><span style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; text-align: var(--text-align); color: var( --e-global-color-text ); font-weight: var( --e-global-typography-text-font-weight ); font-size: 1rem;\">all&#8217;avanguardia.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-36532b4 e-flex e-con-boxed e-con e-parent\" data-id=\"36532b4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-fee413f elementor-widget elementor-widget-text-editor\" data-id=\"fee413f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3><span style=\"font-size: 13.0pt; line-height: 107%;\"><b>Iscrizioni<\/b><\/span><\/h3><p style=\"margin: 12.0pt 0cm 12.0pt 0cm;\"><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-size: 1rem;\">Se non avete potuto iscrivervi all&#8217;edizione del 10-11 Aprile 2025 potete comunque segnalarci il vostro interesse contattando:<\/span><span style=\"color: var( --e-global-color-text ); font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-size: 1rem;\">\u00a0<\/span><a style=\"font-family: var( --e-global-typography-text-font-family ), Sans-serif; font-weight: var( --e-global-typography-text-font-weight ); text-align: var(--text-align); font-size: 1rem; background-color: #ffffff;\" href=\"mailto:formazione@stat.unipd.it\" target=\"_blank\" rel=\"noopener\">formazione@stat.unipd.it<\/a><span style=\"font-size: 1rem;\">. Valuteremo la possibilit\u00e0 di organizzare una nuova edizione per soddisfare la richiesta.\u00a0<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-78c86ca e-con-full e-flex e-con e-parent\" data-id=\"78c86ca\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5dcece2 elementor-widget elementor-widget-text-editor\" data-id=\"5dcece2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<iframe title=\"YouTube video player\" src=\"https:\/\/www.youtube.com\/embed\/PJeD_t3SEl4?si=3ioDADSJrgw35-hD\" width=\"740\" height=\"416\" frameborder=\"0\" allowfullscreen=\"allowfullscreen\"><\/iframe>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Questo corso offre una panoramica\u00a0completa delle principali tecniche di Natural\u00a0Language Processing (NLP), affrontando sia i concetti teorici di base sia\u00a0le applicazioni pratiche pi\u00f9 avanzate. \u00c8 pensato per fornire una comprensione\u00a0solida e strumenti operativi per lavorare con i dati testuali. Verranno analizzati i passaggi\u00a0fondamentali che hanno guidato l&#8217;evoluzione della disciplina, a partire dai\u00a0metodi statistici tradizionali come &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/fare.stat.unipd.it\/?p=2156\" class=\"more-link\">Leggi tutto<span class=\"screen-reader-text\"> &#8220;Natural Language Processing: dai BoW ai Transformers&#8221;<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[18],"tags":[],"class_list":["post-2156","post","type-post","status-publish","format-standard","hentry","category-news"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/fare.stat.unipd.it\/index.php?rest_route=\/wp\/v2\/posts\/2156","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/fare.stat.unipd.it\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/fare.stat.unipd.it\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/fare.stat.unipd.it\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/fare.stat.unipd.it\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2156"}],"version-history":[{"count":97,"href":"https:\/\/fare.stat.unipd.it\/index.php?rest_route=\/wp\/v2\/posts\/2156\/revisions"}],"predecessor-version":[{"id":2397,"href":"https:\/\/fare.stat.unipd.it\/index.php?rest_route=\/wp\/v2\/posts\/2156\/revisions\/2397"}],"wp:attachment":[{"href":"https:\/\/fare.stat.unipd.it\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2156"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/fare.stat.unipd.it\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2156"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/fare.stat.unipd.it\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2156"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}