Incamake
Icyitonderwa cyitonderwa nuburyo bwo gukurikirana uburyo amakuru anyura muri Transformer yibitseho ibitekerezo kugirango asobanure ibimenyetso byinjira bigira ingaruka kubihanurwa. Gukata umutwe bikuraho imitwe yitabwaho itanga bike, igabanya moderi itababaje neza. Hamwe na hamwe badufasha gusobanura no guhagarika Transformers.
Icyitonderwa Rollout na Head Pruning ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Abahinduzi bakwirakwiza ibitekerezo byabo mumitwe myinshi yitabwaho mubice byinshi, bityo ikarita yo kwita kumurongo umwe ntikunze kuvuga inkuru yose. Icyitonderwa cyo gutangiza, cyatangijwe na Abnar na Zuidema muri 2020, gikosora ibi mugwiza matrices yibitekerezo kumurongo (nyuma yo kubara imiyoboro isigaye) kugirango ugereranye umubare buri kimenyetso cyinjiza amaherezo kigira uruhare mubimenyetso byatanzwe. Ku buryo butandukanye, ubushakashatsi nka Michel na bagenzi be '' Ese koko imitwe cumi n'itandatu iruta imwe? ' Yerekanye ko imitwe myinshi irenze urugero: igice kinini gishobora gutemwa mugihe cyagenwe hamwe no gutakaza neza kwukuri. Gutema imitwe itondekanya imitwe kubwingirakamaro, akenshi ukoresheje amanota ashingiye kumyumvire ya sensibilité, hanyuma ugahisha masike yingirakamaro. Ubuhanga bubiri bwuzuzanya: kuzunguruka byerekana ibice bigize urusobe rwibisobanuro, no gutema ibikorwa kubirenze kugirango moderi nto kandi byihuse.
Ubushishozi
Icyitonderwa cyitonderwa gifata buri cyiciro nkibintu byinzibacyuho, byongeramo indangamuntu kugirango bigereranye ibisigisigi bisimbuka, bihindura umurongo, kandi bigwiza iyi matrices kurwego kugirango ibone ibimenyetso byerekana ibimenyetso. Gutema umutwe bigereranya akamaro ka buri mutwe, mubisanzwe ukoresheje igipimo giteganijwe cyigihombo kubijyanye nimpinduka ya mask yo mumutwe, hanyuma zeru imitwe ifite amanota make. Byombi bishingiye kumiterere yuburyo bwimitwe myinshi.
Kumenya Kwitonda Kuzunguruka no Gukata Umutwe
Icyitonderwa cyitonderwa nuburyo bwo gukurikirana uburyo amakuru anyura muri Transformer yibitseho ibitekerezo kugirango asobanure ibimenyetso byinjira bigira ingaruka kubihanurwa. Gukata imitwe bikuraho imitwe yitabwaho itanga bike, igabanya moderi itababaje neza. Hamwe na hamwe badufasha gusobanura no guhagarika Transformers. Icyitonderwa Rollout na Head Pruning ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Attention Rollout na Head Pruning nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amatsinda akomeye akoresha Attention Rollout hamwe na Head Pruning atezimbere ubwubatsi, amakuru, hamwe nibikorwa remezo birwanya kwizerwa nigiciro. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mugihe kimwe, Guhindura igipimo kimwe gishobora guhisha intege nke za sisitemu. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Kwiyumvisha ayo magambo mu nteruro Transformer classifier yashingiyeho, mugutanga ibitekerezo kugirango ugaragaze ibimenyetso bikomeye
Gucomeka moderi ya BERT yo kohereza mobile mugukata imitwe ititaye kumutwe kugirango ugabanye ubukererwe
Kugenzura icyitegererezo kubogama mugukurikirana ibitekerezo biturutse kubihanuzi bigaruka kubimenyetso byinjiza byoroshye
Kwihutisha umwanzuro muri sisitemu yo guhindura umusaruro ukuraho imitwe-ifite akamaro gake yagaragaye binyuze mu gutanga amanota
Uburyo bwo Gushyira mu bikorwa
Itondere Kuzunguruka no Gukata Umutwe mubikorwa
Kwiyumvisha amagambo mu nteruro Transformer classifier yashingiyeho, mugutondekanya ibitekerezo kugirango ugaragaze ibimenyetso bikomeye.
Kwiyumvisha amagambo mu nteruro Transformer classifier yashingiyeho, mugutangiza ibitekerezo kugirango ugaragaze ibimenyetso byingenzi Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Itondere Kuzunguruka no Gukata Umutwe mubikorwa
Gucomeka moderi ya BERT yo kohereza mobile mugukata imitwe ititaye kumutwe kugirango ugabanye ubukererwe.
Gucisha bugufi icyitegererezo cya BERT yo kohereza mobile mugukata imitwe ititaye kumutwe kugirango ugabanye ubukererwe Amakipe ubusanzwe abona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Itondere Kuzunguruka no Gukata Umutwe mubikorwa
Kugenzura icyitegererezo kubogama mugukurikirana ibitekerezo biturutse kubihanuzi bigaruka kubimenyetso byinjiza byoroshye.
Kugenzura icyitegererezo cyo kubogama mugukurikirana ibitekerezo biturutse kubihanuzi bigasubira mubimenyetso byinjira byinjira Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Itondere Kuzunguruka no Gukata Umutwe mubikorwa
Kwihutisha umwanzuro muri sisitemu yo guhindura umusaruro ukuraho imitwe-ifite akamaro gake yagaragaye binyuze mu gutanga amanota.
Kwihutisha umwanzuro muri sisitemu yo guhindura umusaruro ukuraho imitwe yingirakamaro yagaragaye binyuze mumanota ya sensibilité Amakipe ubusanzwe abona umusaruro mwiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ingaruka & Kurinda
Gutezimbere igipimo kimwe gishobora guhisha intege nke za sisitemu.
Ibikorwa Remezo no kubungabunga akenshi usanga bidahabwa agaciro.
Icyuho cyumutekano no kwitegereza birashobora kwiyongera uko sisitemu igenda igorana.
Igishushanyo mbonera
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa.
Sobanura ubukererwe, ubuziranenge, nigiciro cyibiciro mbere yo kubishyira mubikorwa. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.