Ubuhlakani bokwenziwa ezinqolobaneni nasekuphathweni kwemibhalo

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Ubuhlakani bokwenziwa obusetshenziswa ekuphathweni kwamafayela nokwamadokhumenti okusekelwe efwini kushintsha kakhulu indlela esisebenza ngayo ngamafayela, amarekhodi omlando, amadokhumenti okuphatha, kanye nazo zonke izinhlobo zamarekhodi. Amakhulu noma izinkulungwane zamadokhumenti adalwa nsuku zonke ezinkampanini, emanyuvesi, kanye nasezikhungweni zomphakathi, futhi ngaphandle kohlelo oluhle, angaba kalula isiphithiphithi esingenakwenzeka ukusisebenzisa.

Okuthakazelisayo ukuthi, ngenxa ye-AI, la madokhumenti awasabi amafayela agciniwe nje futhi aba imithombo esebenzayo yolwazi yokwenza izinqumo . Ubuchwepheshe obufana nokuqashelwa kwezinhlamvu ezibonakalayo, ukucubungula ulimi lwemvelo, kanye nokufunda komshini kuvumela indawo engcono yokuqukethwe, ukuzenzekela kwemisebenzi ekhathazayo, kanye nokufinyelela kumafayela ezithameli eziningi kakhulu.

Isayensi ye-Archival enkathini yobuhlakani bokwenziwa

Isayensi ye-Archival, eqondwa njengomkhakha obhekene nokuphathwa kwemibhalo yonke (ukudalwa, ukuhleleka, ukulondolozwa kwesikhathi eside, kanye nokufinyelela), iye yahlanganisa isayensi yekhompyutha kancane kancane futhi manje ithola intuthuko esezingeni eliphezulu nge-AI. Akukhona nje ukwenza kube yidijithali, kodwa futhi nokusebenzisa ngempela okuqukethwe kwamadokhumenti.

Eminyakeni yamuva nje, kuye kwanyatheliswa izifundo ezihlelekile ezibukeza umthelela we-AI ezingobo zomlando , zihlaziya izincwadi zezemfundo ezingobo zomlando ezifana ne-Scopus, i-SciELO, i-LISA, kanye ne-Google Scholar kusetshenziswa izindlela ezifana ne-PICOC kanye ne-PRISMA. Lezi zifundo zembula ukuthi, nakuba kusekhona ukuntuleka kolwazi phakathi kochwepheshe abaningi, ukusetshenziswa okusebenzayo sekuvele kuyabonakala.

Phakathi kweminikelo ecacile yobuhlakani bokwenziwa kwisayensi yemibhalo egciniwe kukhona ukulondolozwa kwedijithali okusizwayo, ukukhiqizwa kwe-metadata okuzenzakalelayo, kanye nokuqashelwa kombhalo obhalwe ngesandla (i-HTR) . Lokhu kuhambisana nezinhlelo zokusebenza zokufunda komshini kanye nokucubungula ulimi lwemvelo ezithuthukisa ukusesha nokuthola ulwazi, okukhuthaza ukufinyelela kwentando yeningi kumaqoqo emibhalo egciniwe.

Nakuba i-AI ithuthuka ngokushesha, akuzona zonke izikhungo ezisebenzisa ngokugcwele amandla ayo . Izingobo zomlando eziningi ziyaqhubeka nokusebenzisa izinqubo ezenziwe ngezandla kakhulu, kungaba ngenxa yokuntuleka kwezinsizakusebenza, ukuntuleka kolwazi ngamathuluzi atholakalayo, noma ukungathandi ukushintsha izinqubo zazo nokuhambisana nezindinganiso ze- ISO 27000.

I-Artificial Intelligence Observatory in Archives

Ngaphakathi kwendawo yaseSpain, i -Observatory of Artificial Intelligence in Archives ivelele , iqembu elisebenzayo elakhiwe ochwepheshe abavela emiphakathini ehlukene ezimele kanye nezinhlangano eziqapha eduze indlela i-AI esetshenziswa ngayo kulo mkhakha futhi ikhuthaze imikhuba emihle.

I-Observatory yakhiwe ochwepheshe abavela eSifundeni saseMurcia, eNyuvesi yaseSantiago de Compostela, eMphakathini waseValencian, eziQhingini zaseBalearic, eMkhandlwini Wedolobha laseSant Cugat del Vallès, eMphakathini waseMadrid, eMphakathini Oqashwe Ngokwezimali waseNavarre, eCatalonia, eBasque Country, eCastile naseLeón, eMqondisweni Jikelele Wezingobo Zomlando Zombuso, kanye nezinye izinhlangano . Lokhu kuhlukahluka kwendawo kanye nokuhleleka kuvumela umbono obanzi kakhulu ngezidingo namaphrojekthi.

Leli qembu liqondiswa nguDésirée Domínguez Pallas, umqondisi we-Archive yase-University of Santiago de Compostela , okhuthaza ukushintshana kokuhlangenwe nakho kanye nokuzindla ngezinselele zobuchwepheshe, zokuziphatha kanye nezokuhlela ezihlobene nokusetshenziswa kwezinhlelo ezihlakaniphile ekuphathweni kwezingobo zomlando.

Lezi zinhlobo zezinhlelo zikhuthaza ukwamukelwa kwe-AI hhayi ngendlela ehlukanisiwe nengahlelekile, kodwa kunalokho ukwabelana ngezinqubo zobuchwepheshe, izibonelo zangempela, kanye nemigqa evamile yomsebenzi , okuyisisekelo sokuthi izingobo zomlando zomphakathi ziqhubekele phambili ngokuhambisanayo.

Imiqondo ye-AI ebalulekile ekuphathweni kwedokhumenti

Uma sikhuluma ngobuhlakani bokwenziwa obusetshenziswa kumadokhumenti namafayela, kusetshenziswa ubuchwepheshe obuningana obuhlanganisa, obusivumela ukuthi sifunde, siqonde, sihlukanise, futhi sisebenzise ulwazi oluqukethwe kumadokhumenti . Obuyinhloko yi-OCR, ukucubungula ulimi lwemvelo, kanye nokufunda komshini, kanye nezinjini zokusesha ezifana ne -Elasticsearch.

Ukuqashelwa Kwezinhlamvu Ezibonakalayo (i-OCR) kuguqula izithombe zamadokhumenti (ukuskena, izithombe, ama-PDF akhiqizwe yizithombe) zibe umbhalo wedijithali ohlelekayo nocutshungulwa. Izinjini zamanje ze-OCR ziyakwazi ukusebenza ngamafonti ayinkimbinkimbi ngisho nezikripthi ezithile ezibhalwe ngesandla, zivule umnyango wokucubungula amaqoqo amakhulu omlando.

Ukucutshungulwa Kolimi Lwemvelo (i-NLP) kuvumela imishini ukuthi ihlaziye futhi iqonde ulimi lwabantu. Ngalezi zindlela, kungenzeka ukuthuthukisa usesho, ukukhipha izinto (abantu, izindawo, izinsuku), ukufingqa amadokhumenti, ukuhumusha imibhalo, nokukhiqiza izincazelo ezizenzakalelayo, phakathi kweminye imisebenzi eminingi.

Ngakolunye uhlangothi, ukufunda komshini kusekelwe kumamodeli afunda ezibonelweni. Ensimini ye-archive, kuvumela ukuqeqeshwa kwezinhlelo ezihlukanisa izinhlobo zedokhumenti, zithole amaphethini kudatha, noma zibikezele ukuthi idokhumenti ingeyaluphi uchungechunge ngokusekelwe kokuqukethwe kwayo, zifunda emaqoqweni asevele ahlukaniswe ochwepheshe futhi agcinwe ezinhlotsheni ezahlukene zedathabheyisi.

Izixazululo eziningi zifaka phakathi umbono wekhompyutha , ohlaziya izithombe ngale kombhalo nje kuphela. Lokhu kuwusizo kakhulu ekuphatheni izithombe zomlando, amapulani, imidwebo yobuchwepheshe, noma amadokhumenti amadala askeniwe ngekhwalithi ephansi, lapho kudingeka khona ukuhlonza izindawo ezithakaselwayo ngaphambi kokusebenzisa amanye amasu.

Lusebenza kanjani uhlelo lokuphatha amadokhumenti olunamandla e-AI

Emisebenzini yansuku zonke, uhlelo lokuphathwa kwemibhalo yesimanje olunobuhlakani bokwenziwa luvame ukuqala ngesigaba sokushintshashintsha nokuqoqa idatha . Nakuba ukukhiqizwa kwemibhalo eminingi yanamuhla kuzalwa kungokwedijithali, kusenenani elikhulu lephepha nezinto eziskeniwe okudingeka zicutshungulwe yi-OCR ethuthukisiwe.

Amadokhumenti aphrintiwe noma izithombe ze-PDF zithunyelwa kumathuluzi e-OCR aqaphela umbhalo futhi awuguqule ube okuqukethwe okungafakwa ohlwini . Amakhophi amaningi anamuhla asevele afaka lolu hlobo lwenjini, futhi kukhona nezixazululo ezithile zokuskena ngevolumu ephezulu.

Uma okuqukethwe sekuguqulwe kwaba umbhalo, amamodeli e-NLP kanye nokufunda komshini ayaqala ukusebenza . Lawa ahlaziya idokhumenti, akhombe isihloko sayo, akhiphe idatha ebalulekile (isb., amagama, izinombolo zamafayela, izinsuku, amanani), futhi ayihlukanise ngaphakathi kohlelo lokuhlukanisa lwenhlangano noma uhlelo lokuphatha amadokhumenti.

Ngalolo lwazi, uhlelo lungabela i-metadata ngokuzenzakalelayo, luphakamise uchungechunge lwamadokhumenti, luhlobanise amadokhumenti futhi lwenze kube lula ukusesha okucebile , luhlanganise amagama wamahhala, izihlungi ngezinsuku, izinhlobo, izihloko noma izindawo.

Inani elikhulu elengeziwe ukuthi lezi zinhlelo zifunda ngokusetshenziswa : njengoba abasebenzi be-archive belungisa, beqinisekisa noma belungisa iziphakamiso zokuhlela, amamodeli athuthukisa ukunemba kwawo futhi anikeze imiphumela efanelana kangcono nomongo we-archive ngayinye noma isikhungo.

Izinhlelo ezisebenzayo ze-AI ekuphathweni kwamafayela

Empeleni, i-AI ingangenelela cishe kuzo zonke izigaba zokuphathwa kwamadokhumenti, isize ekunciphiseni umsebenzi ophindaphindwayo, inciphise amaphutha, futhi isebenzise amadokhumenti njengomthombo wolwazi osusu . Okunye ukusetshenziswa kuyaphawuleka kakhulu emikhakheni yomphakathi neyangasese.

Enye yezinto ezisakazeke kakhulu ukuhlukaniswa okuzenzakalelayo kwamadokhumenti ngokuqukethwe, uhlobo, noma ifomethi. Esikhundleni sokubhala ngesandla idokhumenti ngayinye, uhlelo luphakamisa noma lunikeze izigaba, uchungechunge, noma amafayela, okusheshisa kakhulu inqubo futhi kusiza ukuthobela imithetho.

I-AI isetshenziselwa futhi ukukhipha ulwazi olufanele , njengamagama abantu, amakheli, izinsuku, izinkomba zomthetho, noma izinombolo zamafayela. Lolu lwazi lugcinwa kudathabheyisi noma kumadeshibhodi ukuze kube lula ukubonisana nokuhlaziya okwengeziwe.

Olunye uhlelo lokusebenza olucacile ukukhiqizwa okuzenzakalelayo kwezifinyezo nemibiko evela kumasethi amakhulu amadokhumenti. Amathuluzi asekelwe olimini, njengabasizi bengxoxo noma izinsizakalo zohlobo lwe-ChatPDF, angahlanganisa amaphuzu ayisihluthulelo efayela, inkontileka, noma isethi yemibiko cishe ngokushesha.

Ukuthola amadokhumenti athuthukisiwe kungenye indawo lapho ukukhuphuka kwekhwalithi kubonakala khona ngokucacile. Izinjini zokusesha zangaphakathi ezisebenzisa i-AI zivumela abasebenzisi ukuthola ulwazi noma ngabe abakhumbuli isihloko esiqondile sedokhumenti noma basebenzise amagama ahlukile kunalawo asembhalweni wokuqala, ngenxa yokusesha okunencazelo okusondele kakhulu kolimi lwemvelo.

Emikhakheni elawulwayo, izinhlangano eziningi zisebenzisa i-AI ukuqinisa ukuthobela imithetho nokuthola ulwazi olubucayi . Izinhlelo zingabona idatha yomuntu siqu, ulwazi oluyimfihlo, izikhathi zokugcina, noma amalayisense asondela ekuphelelweni yisikhathi, okusiza ukuvimbela ukungalandeli imithetho nokuphatha kangcono ingozi.

Ngesikhathi esifanayo, kuvela umqondo wengobo yomlando ehlakaniphile esizwayo , lapho uhlelo lungagcini nje ngokugcina nokuhlela, kodwa futhi lusiza ekulungiseleleni amadokhumenti, izethulo noma izimpendulo, ukuthola ngokuzenzakalelayo ulwazi olufanele kakhulu esimweni ngasinye sokusetshenziswa.

Amamodeli we-AI nezinkundla zamadokhumenti

Uhlelo lwamathuluzi asetshenziswa ekuphathweni kwamadokhumenti lusukela ezinjinini ezikhethekile kakhulu kuya kumamodeli olimi asezingeni eliphezulu . Ngayinye ihlanganisa ingxenye yenqubo, futhi ndawonye yakha izixazululo ezinamandla kakhulu.

Emkhakheni we-OCR, enye yezinjini ezaziwa kakhulu yi- Tesseract , iphrojekthi yomthombo ovulekile eyamukelwa kabanzi yokuguqula izithombe zibe umbhalo. Izixazululo eziningi zezentengiselwano ziyayihlanganisa noma zithembele kubuchwepheshe obufanayo obulungiselelwe imibhalo yesandla kanye nemibhalo yomlando.

Ekucubungulweni kolimi lwemvelo, amamodeli afana ne -BERT kanye nemindeni ehlukahlukene ye-GPT abe yinto eshintsha umdlalo, okwenza kube nokuqonda okuhlobene nombhalo okusondele kakhulu endleleni abantu abafunda ngayo. Lawa mamodeli asetshenziselwa ukuhlukanisa amadokhumenti, ukukhiqiza izifinyezo, ukukhipha izinto, nokuphendula imibuzo mayelana nokuqukethwe.

Ngaphezu kwalokho, izinhlangano eziningi zikhetha ukuqeqesha amamodeli okufunda komshini ngokwezifiso zisebenzisa imibhalo yazo. Lokhu kuzivumela ukuthi zivumelane namagama azo, isakhiwo senhlangano, kanye nemithetho yangaphakathi, zifinyelele izinga lokunemba ekuhlukaniseni noma ekutholeni amaphethini okungenakwenzeka ngamamodeli ajwayelekile.

Lesi sisekelo sobuchwepheshe sisetshenziselwa ukwakha izixazululo ezihlanganisiwe ezifaka izinhlelo zokuphathwa kwamadokhumenti, imisebenzi, ukuhlolwa kwamabhuku, ukusayinwa kwe-elekthronikhi, kanye namathuluzi okubambisana , konke okuxhunywe kumakhono okuhlaziya nawobuhlakani bokwenziwa.

Izixazululo zokuphatha amadokhumenti ezihlanganisa i-AI

Uhlu lwezinketho luqala kusukela kuma-giants kwezobuchwepheshe kuya kumaphrojekthi esofthiwe avulekile, futhi iziphakamiso zihlose ukuthuthukisa indlela izinhlangano eziphatha ngayo amafayela azo.

Izinkampani ezifana ne -Google kanye ne-IBM , ezinamapulatifomu afana ne-Google Cloud kanye ne-Watson, zinikeza izinsizakalo zokuhlela idatha, ukuhlaziya, kanye nokukhipha ezingafakwa ezinhlelweni zokuphatha amadokhumenti ezikhona. Ngaphezu kwalokho, izinkampani ezigxile ezenzakalelayo zenqubo, njenge-UiPath kanye ne-Automation Anywhere, zidale amarobhothi esofthiwe akwazi ukuphatha yonke imisebenzi yamadokhumenti.

Phakathi kwezixazululo eziqondiswe ngqo ekuphathweni kwamadokhumenti , i-OpenKM ivelele njengomphathi wamadokhumenti omthombo ovulekile ohlanganisa ukuhlukaniswa okuhlakaniphile, ukukhishwa kwemethadatha, kanye nokusesha kwe-semantic okusebenzisa i-AI. Uhlobo lwayo lomthombo ovulekile luvumela izinga eliphezulu lokwenza ngokwezifiso kanye nokuzivumelanisa nezidingo zenhlangano ngayinye.

Elinye ithuluzi elifanele yi- R2 Docuo , ehloselwe kokubili ukuphathwa kwamadokhumenti kanye nemisebenzi yokusebenza. Le nkundla ithembisa ukunciphisa kakhulu umzamo ohilelekile ekudaleni, ekulawuleni, ekusakazeni nasekusayineni amadokhumenti, ukwenza konke kube ngokuzenzakalela kusukela ekwakhiweni kwamathempulethi kuya ekuvunyelweni nasekugcinweni kokugcina.

Emkhakheni wesofthiwe yomthombo ovulekile webhizinisi, i-Alfresco izisungule njengenketho ehamba phambili yokuphathwa kokuqukethwe namafayela. Ivumela ukwenza ngezifiso izinqubo, ukungezwa kwamamojula, kanye nokuhlanganiswa nezinsizakalo ze-AI zangaphandle, okwenza kube yisisekelo esiguquguqukayo sokwakha amaphrojekthi amakhulu ezikhungweni ezinkulu.

I-Google Document AI kanye nokucutshungulwa kwedokhumenti okuhlakaniphile

Esinye sezibonelo ezicacile zeplatifomu ekhethekile yi -Google Document AI , isevisi esekelwe efwini eyenzelwe ukwenza ngokuzenzakalelayo ukuhlukaniswa, ukukhishwa, kanye nokuhlaziywa kwamadokhumenti ngezinga elikhulu. Ihloselwe kokubili izinkampani ezizimele kanye nezinhlangano zomphakathi ezisingatha inani elikhulu lamafomu, ama-invoyisi, amafayela, noma izinkontileka.

I-Document AI ihlanganisa ukufunda komshini, i-NLP, kanye nombono wekhompyutha ukuze ihlonze izinkambu ezifanele ngaphakathi kwedokhumenti ngayinye, kungakhathaliseki ukuthi ivela kuskeni, i-PDF, noma isithombe-skrini. Ingafunda amafomethi avamile edokhumenti embonini ethile futhi isebenzise lolo lwazi ezinhlelweni zokusebenza ezintsha.

Njengoba itholakala njengesevisi yamafu, lolu hlobo lwesisombululo luthakazelisa kakhulu ezinhlanganweni ezidinga ukukhulisa ngokushesha amandla azo okucubungula ngaphandle kokutshala imali kuhadiwe yazo noma ukugcina ingqalasizinda eyinkimbinkimbi.

Umphumela uba ukuthi imisebenzi eminingi eyayidinga amahora amaningi okubuyekezwa ngesandla ingaxazululwa ngemizuzu, ithimba labantu lizinikele ekuqinisekiseni nasezinqumweni ezinenani eliphakeme esikhundleni sokufaka idatha.

Ukusetshenziswa kwe-AI Ekuphathweni Komphakathi

Iziphathimandla zomphakathi zithola umlingani kwezobunhloli bokwenziwa ukuze aphathe amadokhumenti ngendlela ephumelelayo nesobala . Kusukela kumakhansela amadolobha kuya kongqongqoshe, inani elikhulayo lamaphrojekthi lifaka ukuhlukaniswa okuzenzakalelayo, ukuhlaziywa kwamafayela, kanye nezinhlelo zokusesha ezithuthukisiwe.

Ohulumeni abaningi bendawo nabezifunda basebenzisa izinhlelo zokuphatha amadokhumenti ezisebenzisa i-AI ukuhlela amafayela e-elekthronikhi, ukusheshisa izinqubo ngokusayina amadokhumenti ngedijithali , nokuthuthukisa ukufinyelela kwezakhamuzi olwazini lomphakathi . Lokhu kunciphisa izikhathi zokuphendula futhi kusiza ukulawula kwangaphakathi kwezinqubo.

Isibonelo esibonakalayo ukusetshenziswa kwe- Alfresco eMkhandlwini Wedolobha laseTomelloso ukuphatha nokwabelana ngemibhalo yangaphakathi. Nakuba amandla ayo aphelele engakasetshenziswa okwamanje, kuye kwaqaliswa izinhlelo zokwabelana ngolwazi, njengokugcina izifundo zokuqeqesha ezifinyeleleka kubo bonke abasebenzi, okubeka isisekelo sengobo yomlando yedijithali enamandla.

Izinhlelo ze-AI zisetshenziselwa futhi ukuthola amaphethini kumadokhumenti angaphakamisa ukungalungi, ukungasebenzi kahle, noma isidingo sokubuyekezwa kwenqubomgomo yomphakathi, okusiza ekuqondiseni kangcono izinqumo zamasu zokuphatha.

Ngaphezu kwalokho, umkhakha womphakathi ubhekene nenselele yokuhlanganisa lezi zinto ezintsha nezidingo zomthetho zokuvikela idatha, ukucaca, kanye nokulondolozwa kwesikhathi eside , okwenza indima yababhali bezincwadi kanye nochwepheshe bezomthetho ibaluleke kakhulu ekuklameni nasekusebenziseni lezi zixazululo.

Iphrojekthi ye-Carabela: I-AI yezingobo zomlando ezibhalwe ngesandla

Emkhakheni wefa lomlando, i-AI ivula amathuba ayebonakala njengendaba yesayensi eminyakeni embalwa edlule. Isibonelo esihle yi- Carabela Project , egxile ekufakweni kwezinkomba zamaqoqo emibhalo ehlobene nefa lomlando elingaphansi kwamanzi.

Le phrojekthi, ekhuthazwe yi- Andalusian Institute of Historical Heritage nge-Center for Underwater Archaeology yayo futhi eholwa yi-Research Center for Pattern Recognition and Human Language Technology (PRHLT) ye-Polytechnic University of Valencia, isebenzisa amasu athuthukile okuqaphela amaphethini nolimi ukuthola nokuphenya imibhalo ebhalwe ngesandla edijithali.

Ngenxa ye-AI, kungenzeka ukuhlonza okukhulunywa ngakho, imizila, imikhumbi, noma imicimbi ehlobene nefa elingaphansi kwamanzi ngaphandle kokufunda ngesandla izinkulungwane zamakhasi, okwandisa ikhono lamaqembu ocwaningo lokuthola ulwazi olufanele.

Iphrojekthi yeCarabela yethulwe emihlanganweni ethile yokufundisa ehlose abacwaningi kanye nochwepheshe bezokugcina umlando , igxile ekutheni lawa masu angakhuliswa kanjani kwamanye amaqoqo emibhalo yomlando futhi asebenze njengesibonelo samaphrojekthi amasha kubuntu bedijithali.

Ukuqaliswa kwezinhlelo ezifana neCarabela kubonisa ukuthi ubuhlakani bokwenziwa abugcini nje ngokusiza izinqubo zokuphatha zibe lula, kodwa futhi bukhuthaza ucwaningo lomlando kanye nokulondolozwa kwefa , kuvulwe imibuzo emisha kanye nemigqa yokufunda.

Ukuqeqeshwa, izifundo kanye nokuqashelwa kwezemfundo

Ukufakwa kwe-AI kwisayensi yokugcina umlando nakho kudala ukwanda kwezifundo, izingqungquthela kanye nezincwadi zezemfundo ezihlaziya umthelela wayo, zabelane ngolwazi futhi zihlole ukusetshenziswa okuthuthukile ezimweni ezahlukene.

Imisebenzi yokuqeqesha ihlelwe ehlanganisa amamojula ngezinhloso, izikhulumi, iphrofayili yabafundi, ukuqashelwa kwamakhredithi eyunivesithi, izinqubo zokuhlola kanye nezinketho zokuhlala , okubonisa ukuthi lezi akuzona izinkundla zokusebenzela eziqhutshwa kanye kuphela, kodwa izinhlelo ezinesihloko esithile sezemfundo.

Ngesikhathi esifanayo, omagazini abakhethekile besayensi yelabhulali, imibhalo kanye nesayensi yemibhalo egciniwe bashicilela izihloko ezibukeza ngokuhlelekile izincwadi zesayensi zakamuva nge-AI kanye nezingobo zomlando, beqokomisa kokubili izinhlelo zokusebenza ezisungulwe kakhulu kanye nezikhala zolwazi ezisadinga ukugcwaliswa.

Lokhu kuhlanganiswa kokuqeqeshwa okusebenzayo kanye nokukhiqizwa kwesayensi kusiza ababhali bezincwadi, ababhali bemibhalo, kanye nabasebenzi be-IT ukuthi bakhulume ulimi olufanayo , olubalulekile ekwakheni amaphrojekthi angokoqobo futhi agxile kahle esikhungweni ngasinye.

Ngaphezu kwalokho, izifundo eziku-inthanethi ezigxile ekuthuthukiseni umkhiqizo nge-AI emkhakheni wokuphatha ziyakhuthazwa , ezichaza ngendlela esetshenziswayo ukuthi la mathuluzi angahlanganiswa kanjani ekusebenzeni kwansuku zonke kwamahhovisi, iminyango kanye nezingobo zomlando.

Ukuphathwa kwedokhumenti efwini kanye nomthelela wako kungobo yomlando

Ukwanda kwe-AI ekugcinweni kwemibhalo kuhlobene kakhulu nokukhula kokuphathwa kwamadokhumenti asekelwe efwini . Izinsizakalo eziningi ezisekelwe ekufundeni okujulile zidinga amandla amakhulu ekhompyutha, ikakhulukazi maqondana nama-GPU, okunzima futhi okubiza kakhulu ukuwagcina ezingqalasizinda zendabuko zasendaweni.

Ngemodeli yeSoftware njengesevisi (SaaS), izinhlelo zokusebenza zokuphatha amadokhumenti kanye nezinjini ze-AI zihlala kumaseva angaphandle , okuvumela izinhlangano ukuthi zikhulise izinsiza uma kudingeka, zikhokhele ukusetshenziswa kuphela, futhi zingakhathazeki ngokugcinwa kwemishini ngokomzimba.

Kuyiqiniso ukuthi kukhona ukubhukha mayelana nokugcina amadokhumenti kumaseva angaphandle, ngezinye izikhathi atholakala ngaphandle kwezwe, kodwa izinzuzo mayelana nokusabalala, ukuphepha, ama-backup kanye nokufinyeleleka okukude zicacile, uma nje kukhethwa abahlinzeki abathobela imithethonqubo yokuvikela idatha yaseYurophu edingekayo.

Kuma-IT departments, le ndlela yefu isho umthwalo omncane wokuphatha uhlelo , njengoba kungadingeki ukufaka noma ukubuyekeza isofthiwe endaweni ngayinye yokusebenza, noma ukukhulisa ihadiwe ukuze kusetshenziswe ama-peaks ngezikhathi ezithile kuphela.

Kuma-archive, ifu livula ithuba lokwenza ukuthi inqwaba yamadokhumenti adijithali atholakale emphakathini , ahlanganiswe nezinjini zokusesha ezihlakaniphile, ngaphandle kokuba ingqalasizinda yangaphakathi ibe yisithiyo.

Lonke lolu hlelo lwezindawo zokubuka, amaphrojekthi ocwaningo, izixazululo zezentengiselwano, kanye namapulatifomu amafu lubumba isimo lapho ubuhlakani bokwenziwa buqala ukuba ithuluzi lansuku zonke lababhali bezincwadi kanye nabaphathi bamarekhodi , hhayi ukuhlolwa okuhlukile. Njengoba ochwepheshe bejwayelana kakhulu namathuba kanye nemikhawulo yalo, amacala okusetshenziswa ayanda athuthukisa umkhiqizo, andise ukufinyelela kolwazi, futhi aqinise ukulondolozwa kwefa lemibhalo egciniwe ezizukulwaneni ezizayo. Ngaphezu kwalokho, izinjini zokusesha kanye namasu okusesha izingobo zomlando ngokwazo asiza ukukhulisa inani lezindawo zokugcina zedijithali.