Uhlolojikelele
Isizinda sokuhlobana sikhipha amaqiniso ahlelekile embhalweni ongahlelekile, ekhomba indlela amabhizinisi amabili axhumeka ngayo (njengokuthi 'ukusebenzela' noma 'okubekwe phakathi'). Iguqula iphrozi ibe ulwazi olufundeka ngomshini olunika amandla izinjini zokusesha, imininingwane yolwazi, namagrafu olwazi.
Ukukhishwa Okuhlobene Kusuka Embhalweni kuyingxenye yesitaki solimi-AI esisetshenziselwa ukufunda, ukukhiqiza, ukuhlukanisa, nokuguqula umbhalo nenkulumo ngezinga.
I-Deep Dive
I-Relation extraction (RE) ithatha umusho ofana nothi 'Marie Curie wazalelwa eWarsaw' futhi ikhiqiza okuphindwe kathathu: (Marie Curie, born_in, Warsaw). Ngokuvamile yakhela phezu kokuqashelwa kwebhizinisi okuqanjwe igama, okuthola kuqala amabhizinisi, bese ihlukanisa ubudlelwano phakathi kwamapheya. Izindlela zakudala zisebenzisa amaphethini abhalwe ngesandla ('X, umsunguli we-Y') noma abahlukanisi bezigaba abagadiwe abaqeqeshwe ezibonelweni ezilebulwe. Ukuphumelela okukhulu kwaba ukugada okukude, okuqondanisa izisekelo zolwazi ezikhona njenge-Wikidata nombhalo ongahluziwe ukuze kukhiqizwe idatha yokuqeqeshwa ngokuzenzakalela esikalini. Amasistimu esimanje alungisa kahle amamodeli e-transformer afana ne-BERT ukuze afunde umongo womusho ogcwele futhi abikezele ubudlelwano, ukuphatha ukungaqondakali nokuncika kwebanga elide kangcono kakhulu kunamaphethini aqinile. I-RE iyinjini engemuva kokugcwalisa amagrafu amakhulu olwazi.
I-Technical Insight
Amamodeli amaningi e-neural RE aphawula izinhlangano ezimbili zekhandidethi ngamathokheni akhethekile (njenge-[E1] kanye ne-[E2]) ukuze isiguquli sazi ukuthi yimaphi amapheya okufanele agxile kuwo, bese sondleka okushumekiwe komongo sibe isihlukanisi phezu kwesethi engashintshi yezinhlobo zokuhlobana. Isizinda sokuhlobana esithi 'Vula' sikhipha umushwana ohlobene ngokuqondile embhalweni, ongadingi i-schema echazwe ngaphambilini. Inselele eqhubekayo isigaba 'sokungahlobani', njengoba amapheya amaningi ebhizinisi emshweni awahlobene.
I-Mastering Relation Extraction Embhalweni
Isizinda sokuhlobana sikhipha amaqiniso ahlelekile embhalweni ongahlelekile, ekhomba indlela amabhizinisi amabili axhumeka ngayo (njengokuthi 'ukusebenzela' noma 'okubekwe phakathi'). Iguqula iphrozi ibe ulwazi olufundeka ngomshini olunika amandla izinjini zokusesha, imininingwane yolwazi, namagrafu olwazi. Ukukhishwa Okuhlobene Kusuka Embhalweni kuyingxenye yesitaki solimi-AI esisetshenziselwa ukufunda, ukukhiqiza, ukuhlukanisa, nokuguqula umbhalo nenkulumo ngezinga. Ukuze wakhe ukuqonda okujulile, phatha i-Relation Extraction from Text njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, ucacise ukucabanga, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa I-Relation Extraction kusukela kuzixwayiso zedizayini yombhalo, ukubuyisa, nokubuyekeza amaluphu njengohlelo olulodwa lokuxhumana oludidiyelwe. Babhala imibandela yempumelelo ecacile, ukuhlola okuqhathaniswa nedatha engokoqobo nokugeleza komsebenzi, futhi baphindaphinde ngokusekelwe kumaphethini okuhluleka aqashiwe esikhundleni sokuwina kwebhentshimakhi yesikhathi esisodwa. Yilapho ukuqonda kwethiyori kuguquka kube amandla ahlala njalo kuwo wonke umkhiqizo, inqubomgomo, kanye nokusebenza.
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana. Ngesikhathi esifanayo, amaqiniso Akhohliwe angafaka imibiko buthule, ukugeleza kosekelo, noma imiphumela yocwaningo. Indlela eqine kakhulu iwukuhlanganisa isivinini sokuhlola nesiyalo sokuphatha: qhuba abashayeli bezindiza, bamba ubufakazi, ushicilele amalogi ezinqumo, futhi ubuyekeze izivikelo ngokuqhubekayo njengoba imodeli yokuziphatha, okulindelwe ngabasebenzisi, kanye nezimfuneko zokulawula zishintsha.
I-Strategic Impact
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana.
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana.
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda.
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuqaliswa Komhlaba Wangempela
Ukwakha amagrafu olwazi lwe-biomedical axhumanisa izidakamizwa nezifo ezizelaphayo ngokumba izigidi zezingcaphuno zocwaningo.
Ukugcwalisa imininingo egciniwe yenkampani ngokukhipha ama-aphoyintimenti aphezulu kanye nokutholwayo kuma-athikili ezindaba zezezimali.
Ukucebisa izinjini zokusesha ukuze umbuzo ofana nokuthi 'ngubani owasungula i-Tesla' ubuyisela impendulo eqondile ekhishwe ebudlelwaneni obukhishiwe (umsunguli, inkampani).
Ukuthola ukusebenzisana kwamaprotheni-namaprotheni ezincwadini zesayensi ukuze kusheshiswe i-genomics nokutholwa kwezidakamizwa.
Amaphethini Okusebenzisa
Ukucaphuna Ubudlelwano Embhalweni ngokusebenza
Ukwakha amagrafu olwazi lwe-biomedical axhumanisa izidakamizwa nezifo ezizelaphayo ngokumba izigidi zezingcaphuno zocwaningo.
Ukwakha amagrafu olwazi lwe-biomedical axhumanisa izidakamizwa nezifo ezizelaphayo ngokumba izigidi zezifushaniso zocwaningo Amaqembu ngokuvamile athola imiphumela engcono lapho echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka komuntu ezimweni ezibucayi, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukucaphuna Ubudlelwano Embhalweni ngokusebenza
Ukugcwalisa imininingo egciniwe yenkampani ngokukhipha ama-aphoyintimenti aphezulu kanye nokutholwayo kuma-athikili ezindaba zezezimali.
Ukugcina imininingo egciniwe yezinkampani ngokukhipha ama-aphoyintimenti abaphathi kanye nokutholwayo ezindabeni zezindaba zezezimali Amathimba ngokuvamile athola imiphumela engcono uma echaza izilinganiso zekhwalithi ngaphambili, egcina indlela yokukhuphuka kwabantu yamakesi asemaphethelweni, futhi elandelela kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukucaphuna Ubudlelwano Embhalweni ngokusebenza
Ukucebisa izinjini zokusesha ukuze umbuzo ofana nokuthi 'ngubani owasungula i-Tesla' ubuyisela impendulo eqondile ekhishwe ebudlelwaneni obukhishiwe (umsunguli, inkampani).
Ukucebisa izinjini zokusesha ukuze umbuzo ofana nokuthi 'ngubani owasungula u-Tesla' ubuyisela impendulo eqondile ekhishwe kubudlelwane obukhishiwe (umsunguli, inkampani) Amathimba ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, agcine indlela yokukhuphuka kwabantu yamacala abucayi, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukucaphuna Ubudlelwano Embhalweni ngokusebenza
Ukuthola ukusebenzisana kwamaprotheni-namaprotheni ezincwadini zesayensi ukuze kusheshiswe i-genomics nokutholwa kwezidakamizwa.
Ukuthola ukusebenzisana kwamaprotheni namaprotheni ezincwadini zesayensi ukuze kusheshiswe i-genomics nokutholwa kwezidakamizwa Amathimba ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka komuntu ezimweni ezibucayi, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Izingozi & Guardrails
Amaqiniso akhonjiwe angafaka ngokuthula imibiko, ukugeleza kosekelo, noma imiphumela yocwaningo.
Ukuzwela okusheshayo kungadala imiphumela engahambisani kuzo zonke izicelo ezifanayo.
Idatha yombhalo ebucayi ingase idalulwe uma izilawuli zokufinyelela zibuthakathaka.
Ukuqalisa Umhlahlandlela
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa.
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.