{"id":3797,"date":"2021-02-04T17:42:36","date_gmt":"2021-02-04T17:42:36","guid":{"rendered":"https:\/\/processtalks.com\/models-de-processos-de-mineria-a-partir-de-text\/"},"modified":"2023-01-03T15:02:58","modified_gmt":"2023-01-03T15:02:58","slug":"models-de-processos-de-mineria-a-partir-de-text","status":"publish","type":"post","link":"https:\/\/processtalks.com\/ca\/models-de-processos-de-mineria-a-partir-de-text\/","title":{"rendered":"Models de processos de mineria a partir de text"},"content":{"rendered":"\t\t
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Models de processos de mineria a partir de text<\/strong><\/h3>\n\n

Acceleraci\u00f3 del modelatge de processos amb PNL<\/strong><\/p>\n\n

Tracy \u00e9s consultora en una empresa de transformaci\u00f3 digital. Acaba d’arribar a un nou projecte que requereix modelitzar els processos d’una gran empresa de telecomunicacions. A part de planificar una s\u00e8rie de reunions amb diverses persones de l’empresa, haur\u00e0 de llegir un munt de documents de text que descriguin cadascun dels processos.<\/p>\n\n

Aquest no \u00e9s en cap cas un cas estrany: moltes organitzacions documenten els seus processos mitjan\u00e7ant text sense format. En tenir una descripci\u00f3 textual d’un proc\u00e9s, les organitzacions s’asseguren que tothom el pot entendre. De vegades disposar d’aquests documents textuals \u00e9s fins i tot exigit per llei, com a les administracions p\u00fabliques, on s’exigeix el compliment de determinats principis legals.<\/p>\n\n

Tot i que tenir aquests documents ser\u00e0 molt \u00fatil per a la Tracy per entendre i modelar els processos dels seus clients, haver de llegir-ne molts li requerir\u00e0 un esfor\u00e7 i temps significatius.La tecnologia est\u00e0 preparada per ajudar la Tracy a resoldre els problemes del seu client m\u00e9s r\u00e0pidament?<\/p>\n\n

El processament del llenguatge natural (NLP) \u00e9s una tecnologia d’avantguarda i madura per extreure significat del text. Des dels anys setanta, la comunitat PNL ha proporcionat, durant els darrers quaranta anys, algorismes i eines per automatitzar el processament del llenguatge hum\u00e0, permetent la interacci\u00f3 avan\u00e7ada d’IA actual entre humans i m\u00e0quines.<\/p>\n\n

Per extreure el significat del text, NLP aplica una cascada de passos, cadascun constru\u00eft a partir de la sortida de l’anterior: tokenitzaci\u00f3 i divisi\u00f3 de frases, an\u00e0lisi morfol\u00f2gica, etiquetatge de part de la parla, reconeixement d’entitats amb nom, an\u00e0lisi sint\u00e0ctica, etiquetatge de rols sem\u00e0ntics, correfer\u00e8ncia. resoluci\u00f3. Fins fa uns anys la majoria d’aquestes t\u00e8cniques es basaven en m\u00e8todes estad\u00edstics, que havien arribat als seus l\u00edmits. Durant la primera d\u00e8cada del segle XXI, les GPU dissenyades originalment per accelerar els videojocs van comen\u00e7ar a utilitzar-se per realitzar c\u00e0lculs matricials r\u00e0pids requerits per les xarxes neuronals artificials (ANN). Juntament amb la disponibilitat de grans quantitats de dades, aix\u00f2 va comportar un gran salt en tasques de percepci\u00f3 com la visi\u00f3 per ordinador i el processament de la parla, i poc despr\u00e9s la tecnologia es va aplicar a tasques m\u00e9s sem\u00e0ntiques que implicaven processament del llenguatge: traducci\u00f3 autom\u00e0tica, resum, home-m\u00e0quina. sistemes de di\u00e0leg, etc.El renaixement de la tecnologia de xarxes neuronals artificials (ANN) ha fet un progr\u00e9s sense precedents impensable fa 15 anys. Aix\u00f2 ha fet que la PNL sigui una de les \u00e0rees m\u00e9s prometedores per a la propera d\u00e8cada a la ind\u00fastria<\/a> .<\/p>\n\n

Tornant a Tracy, com es pot beneficiar d’aquests aven\u00e7os? Si nom\u00e9s hi hagu\u00e9s un sistema capa\u00e7 de llegir tots aquests documents i produir una representaci\u00f3 dels processos que s’hi descriuen en un format est\u00e0ndard de la ind\u00fastria com BPMN 2.0…<\/p>\n\n

Aqu\u00ed \u00e9s on fa la seva aparici\u00f3 ProcessTalks!<\/p>\n\n

ProcessTalks utilitza una pila de tecnologia NLP que combina components neuronals i no neuronals per analitzar els documents i extreure elements del proc\u00e9s i les seves relacions. Pot detectar on s’esmenta una activitat o tasca rellevant i qui se suposa que l’ha de realitzar. Pot detectar quins s\u00f3n els principals actors que realitzen tasques rellevants en un proc\u00e9s, aix\u00ed com les relacions entre activitats, com la preced\u00e8ncia temporal o l’execuci\u00f3 m\u00fatuament excloent en funci\u00f3 d’alguna condici\u00f3.<\/p>\n\n

Per exemple, si el text descriu part d’un proc\u00e9s com ara “Si el departament de m\u00e0rqueting aprova el lloc web, el departament de TI el posa en l\u00ednia. En cas contrari, els dissenyadors fan una revisi\u00f3 del contingut, que presenten una versi\u00f3 millorada\u201d<\/em> , ProcessTalks pot generar una representaci\u00f3 com:<\/p>\n\n

\"\"<\/figure>\n\n

Per a cada document, Tracy pot seleccionar les frases o els par\u00e0grafs que descriuen el proc\u00e9s i alimentar-los a l’extractor de processos. ProcessTalks interactuar\u00e0 amb Tracy per mostrar les activitats i els actors detectats, i li permetr\u00e0 confirmar, editar o eliminar cada element.<\/p>\n\n

A continuaci\u00f3, es crear\u00e0 un esborrany de model BPMN i s’obrir\u00e0 a l’editor col\u00b7laboratiu de ProcessTalks. Aleshores, Tracy pot utilitzar la interacci\u00f3 de llenguatge natural<\/a> de ProcessTalks per polir i completar el model. Tamb\u00e9 pot convidar el seu client a comprovar el model ia interactuar amb ell en un entorn simultani i col\u00b7laboratiu<\/a> .<\/p>\n\n

Despr\u00e9s d’unes quantes sessions d’edici\u00f3, Tracy va produir un model dels processos de l’empresa. Va poder fer la seva feina d’una manera molt m\u00e9s r\u00e0pida que la lectura de tots els documents i el modelatge manual que hauria requerit cada proc\u00e9s, estalviant temps i diners tant per a ella com per als seus clients.<\/p>\n\n

T’atreveixes a provar? Si us plau, programeu una demostraci\u00f3 amb nosaltres en aquest enlla\u00e7<\/a> .<\/p>\n\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<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"

Models de processos de mineria a partir de text Acceleraci\u00f3 del modelatge de processos amb PNL Tracy \u00e9s consultora en una empresa de transformaci\u00f3 digital. Acaba d’arribar a un nou projecte que requereix modelitzar els processos d’una gran empresa de telecomunicacions. A part de planificar una s\u00e8rie de reunions amb diverses persones de l’empresa, haur\u00e0 […]<\/p>\n","protected":false},"author":14,"featured_media":3633,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"0","ocean_second_sidebar":"0","ocean_disable_margins":"enable","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"0","ocean_custom_header_template":"0","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"0","ocean_menu_typo_font_family":"0","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"0","ocean_post_oembed":"","ocean_post_self_hosted_media":"","ocean_post_video_embed":"","ocean_link_format":"","ocean_link_format_target":"self","ocean_quote_format":"","ocean_quote_format_link":"post","ocean_gallery_link_images":"on","ocean_gallery_id":[],"footnotes":""},"categories":[29],"tags":[],"class_list":["post-3797","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-uncategorized-ca","entry","has-media"],"yoast_head":"\nModels de processos de mineria a partir de text - Process Talks<\/title>\n<meta name=\"description\" content=\"Tracy \u00e9s consultora en una empresa de transformaci\u00f3 digital. 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