Incamake
Kurandura ubumenyi bitoza icyitegererezo 'umunyeshuri' kwigana urugero runini, rwukuri 'mwarimu'. Nibyingenzi kuko bigabanya moderi zikomeye kuburyo zikoresha bihendutse kuri terefone na seriveri mugihe zigumana byinshi byukuri.
Kumenyekanisha ubumenyi nububiko bwa tekinike bugira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Moderi nini nukuri ariko itinda kandi ihenze kohereza. Kurandura ubumenyi bihindura ubushobozi bwabo muburyo bworoshye mugutanga umunyeshuri kwigira kumusaruro wa mwarimu kuruta kubirango gusa. Ubushishozi bwibanze, uhereye kuri Hinton na bagenzi be, ni uko umwarimu ashobora kuba afite ubumenyi bwuzuye bwumwijima: nubwo bihanura 'imbwa', amahirwe yo kuba 'impyisi' n 'imodoka' byerekana uburyo mwarimu abona ibintu bisa. Kworoshya ibyo bishoboka hamwe nubushyuhe bugaragaza iyo miterere, kandi umunyeshuri yatojwe kubihuza, akenshi hamwe nibirango nyabyo. Igisubizo ni gito, cyihuta cyerekana rusange muri rusange kuruta imwe yatojwe kuri label yonyine. DistilBERT na TinyBERT bazwi cyane mururimi rwindimi.
Ubushishozi
Igihombo gisanzwe gikomatanya ijambo (KL itandukaniro hagati yumunyeshuri nu mwarimu woroheje) hamwe na cross-entropy isanzwe kuri label yukuri. Kworoshya bikoresha ubushyuhe T muri softmax: T yo hejuru iringaniza ikwirakwizwa kuburyo utuntu duto duto duhuza duhinduka ibimenyetso byiga; icyiciro cya distillation gisanzwe gipimwa na T-kare. Impinduka zirenze ibisubizo: ibiranga-gushingura bihuza intera ihishe hagati, kandi isano-ishingiye kubitandukanya ihuza isano hagati yingero.
Kumenya Kumenyekanisha Ubumenyi
Kurandura ubumenyi bitoza icyitegererezo 'umunyeshuri' kwigana urugero runini, rwukuri 'mwarimu'. Nibyingenzi kuko bigabanya moderi zikomeye kuburyo zikoresha bihendutse kuri terefone na seriveri mugihe zigumana byinshi byukuri. Kumenyekanisha ubumenyi nububiko bwa tekinike bugira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Ubumenyi bwo Kumenyekanisha nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha ubumenyi bwogukoresha ubumenyi 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
DistilBERT ikanda BERT hafi 40% ibipimo bike mugihe ugumana ibyinshi mururimi rwarwo kugirango ushishoze vuba.
Kugabanya icyerekezo kinini cyerekana icyerekezo kugirango amashusho ashobore gukora mugihe nyacyo kuri porogaramu ya kamera ya terefone.
Kugabanya icyitegererezo kinini cyuruhererekane-rwibitekerezo mubitekerezo bito kugirango bisubize imibare cyangwa coding ibibazo bihendutse.
Gucomeka itsinda ryicyitegererezo mumunyeshuri umwe bityo umusaruro utanga ibiciro no gutinda kugabanuka nta gihombo kinini.
Uburyo bwo Gushyira mu bikorwa
Gukwirakwiza ubumenyi mubikorwa
DistilBERT ikanda BERT hafi 40% ibipimo bike mugihe ugumana ibyinshi mururimi rwarwo kugirango ushishoze vuba.
DistilBERT ikanda BERT hafi ya 40% ibipimo bike mugihe igumanye ibyinshi mururimi rwayo kugirango ifate umwanzuro wihuse Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gukwirakwiza ubumenyi mubikorwa
Kugabanya icyerekezo kinini cyerekana icyerekezo kugirango amashusho ashobore gukora mugihe nyacyo kuri porogaramu ya kamera ya terefone.
Kugabanya icyerekezo kinini cyerekana icyerekezo kugirango amashusho ashobore gukora mugihe nyacyo kuri porogaramu ya kamera ya terefone Amatsinda ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gukwirakwiza ubumenyi mubikorwa
Kugabanya icyitegererezo kinini cyuruhererekane-rwibitekerezo mubitekerezo bito kugirango bisubize imibare cyangwa coding ibibazo bihendutse.
Kugabanya urugero runini rw'uruhererekane-rw'ibitekerezo mu buryo buto kugira ngo rusubize imibare cyangwa coding ibibazo bihendutse Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Gukwirakwiza ubumenyi mubikorwa
Gucomeka itsinda ryicyitegererezo mumunyeshuri umwe bityo umusaruro utanga ibiciro no gutinda kugabanuka nta gihombo kinini.
Gucisha hamwe itsinda ryikitegererezo mubanyeshuri umwe bityo umusaruro wo gutanga ibiciro no kugabanuka bitinze nta gihombo nyacyo Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
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.