Incamake
Kugabana ibintu bigoye ni ibintu bisanzwe-bigizwe nigishushanyo mbonera aho imirimo myinshi isangira ibice bimwe byihishe kandi igabanijwemo ibisohoka 'imitwe' itandukanye. Ikiza kwibuka, yihutisha gufata umwanzuro, kandi ikora nkibisanzwe byubatswe bigabanya gukabya.
Kugabana Parameter Ikomeye muri Multi-Task Networks ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Iyo umuyoboro umwe ugomba gukora imirimo myinshi ijyanye icyarimwe, kugabana ibintu bigoye kugumana igice kimwe gisangiwe nigice cyakoreshejwe na buri gikorwa, hanyuma kigahuza umuto muto-wihariye umutwe hejuru kuri buri gisohoka. Kuberako ibipimo bisangiwe bigomba gukorera icyarimwe icyarimwe, umuyoboro urasunikwa kugirango wige ibiranga rusange bihagije kugirango bibe ingirakamaro ahantu hose, bigabanya ibyago byo kurenza inshingano iyo ari yo yose. Ibi bihabanye no kugabana ibintu byoroshye, aho buri gikorwa gikomeza ibipimo byuzuye byashishikarizwa kuguma bisa nkigihano. Kugabana gukomeye ni byinshi-bikora neza kandi nuburyo bwiganje muri sisitemu yo gukora nka moteri yerekana ibyifuzo, ibinyabiziga byigenga-byigenga, hamwe nururimi rwindimi nyinshi.
Ubushishozi
Amahugurwa ahuza igihombo kuri buri gikorwa muburyo bumwe, mubisanzwe amafaranga aremereye. Guhitamo ibyo biremereye bifite akamaro: imirimo ifite nini nini cyangwa yihuta-igabanya gradients irashobora kuganza umutiba usangiwe no kwicisha inzara abandi. Tekinike nkuburemere budashidikanywaho (kwiga kugabanya ibiro kuri buri gikorwa) hamwe nuburyo buringaniza-buringaniza nka GradNorm cyangwa PCGrad ikemura iki. PCGrad niyo imishinga ikuraho ibice bigenda bivuguruzanya kugirango ivugurura ryakazi ntirishobora guhagarika byimazeyo iyindi murwego rusangiwe.
Kumenya Ikigereranyo Cyinshi Kugabana muri Multi-Task Networks
Kugabana ibintu bigoye ni ibintu bisanzwe-bigizwe nigishushanyo mbonera aho imirimo myinshi isangira ibice bimwe byihishe kandi igabanijwemo ibisohoka 'imitwe' itandukanye. Ikiza kwibuka, yihutisha gufata umwanzuro, kandi ikora nkibisanzwe byubatswe bigabanya gukabya. Kugabana Parameter Ikomeye muri Multi-Task Networks ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Ikintu Cyisangije Kugabana muri Multi-Task Networks 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 Parameter Igabana muri Multi-Task Networks ihindura imyubakire, 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
Imiyoboro yo kwiyobora yonyine igabana icyerekezo cyerekezo mugihe imitwe itandukanye ikora ibintu, gutandukanya umurongo, hamwe no kugereranya ubujyakuzimu.
Sisitemu yo gusaba guhanura gukanda no kureba-isaha uhereye kumurongo umwe usangamo gushyiramo imitwe ibiri yimitwe.
Indimi nyinshi zo guhindura indimi zisangira kodegisi mu ndimi nyinshi kandi zigabanywa gusa ku bisobanuro byihariye byururimi.
Isesengura ryo mumaso ryerekana hamwe imyaka, igitsina, n'amarangamutima uhereye kubintu bisangiwe.
Uburyo bwo Gushyira mu bikorwa
Kugabana Ibipimo Bikomeye muri Multi-Task Networks mubikorwa
Imiyoboro yo kwiyobora yonyine igabana icyerekezo cyerekezo mugihe imitwe itandukanye ikora ibintu, gutandukanya umurongo, hamwe no kugereranya ubujyakuzimu.
Imiyoboro yo kwiyobora yonyine isangira umugongo mugihe icyerekezo gitandukanye gikora ibintu, gutandukanya umurongo, hamwe no kugereranya ubujyakuzimu Amakipe akunze kubona umusaruro ushimishije mugihe asobanura ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Kugabana Ibipimo Bikomeye muri Multi-Task Networks mubikorwa
Sisitemu yo gusaba guhanura gukanda no kureba-isaha uhereye kumurongo umwe usangamo gushyiramo imitwe ibiri yimitwe.
Sisitemu y'ibyifuzo iteganya gukanda no kureba-isaha uhereye kumurongo umwe usanganywe wo gushyiramo imitwe hamwe n'imitwe ibiri y'akazi Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Kugabana Ibipimo Bikomeye muri Multi-Task Networks mubikorwa
Indimi nyinshi zo guhindura indimi zisangira kodegisi mu ndimi nyinshi kandi zigabanywa gusa ku bisobanuro byihariye byururimi.
Indimi zindimi nyinshi zisangira kodegisi mu ndimi nyinshi kandi zigabanywa gusa ku bisubizo byihariye by’ururimi Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Kugabana Ibipimo Bikomeye muri Multi-Task Networks mubikorwa
Isesengura ryo mumaso ryerekana hamwe imyaka, igitsina, n'amarangamutima uhereye kubintu bisangiwe.
Uburyo bwo gusesengura isura byerekana hamwe imyaka, igitsina, n'amarangamutima biturutse kumasangano asanganywe gukuramo amakipe asanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
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.