Incamake
Urusobe rwibice bibiri rusubiramo rusoma urukurikirane haba imbere n'inyuma, bityo buri mwanya uhagarariye ushushanya kumiterere uhereye mubihe byashize nibizaza. Ibi bifite akamaro kuko ibisobanuro akenshi biterwa nibizakurikiraho, ntabwo byaje mbere.
Imiyoboro ibiri isubirwamo ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Byasabwe na Schuster na Paliwal mu 1997, ibyerekezo byombi RNN ikoresha ibice bibiri bitandukanye byisubiramo hejuru yinjiza imwe: imwe itunganya urukurikirane rw'ibumoso ujya iburyo, undi iburyo n'ibumoso. Ibintu byabo byihishe noneho byahujwe, mubisanzwe no guhuriza hamwe, kugirango bibe bihagarariwe kuri buri gihe cyintambwe ikubiyemo imiterere yuzuye. Ibi birakomeye kubikorwa aho ibyinjijwe byose biboneka icyarimwe. Kurugero, kuranga ijambo banki nkikigo cyimari nikigo cyinzuzi, icyitegererezo cyunguka kubona amagambo kumpande zombi. Ibice bibiri LSTMs na GRUs byabaye amahame yo kumenyekana-kumenyekana, igice-cy-imvugo, no kumenya imvugo. Imbogamizi nyamukuru ni uko urusobe rukeneye urutonde rwuzuye mbere yo gutanga ibisubizo, ntabwo rero rushobora gukoreshwa mugihe nyacyo, gutembera, cyangwa kubyara ibumoso-iburyo.
Ubushishozi
Ubwubatsi bugumana ibice bibiri byigenga byibipimo bisubirwamo. Igice cyimbere kibara leta zihishe kuva ku ntambwe ya 1 kugeza T; Igice cyinyuma kibara kuva kuntambwe T kugeza kuri 1. Kuri buri mwanya ibice bibiri byihishe bihujwe (cyangwa byegeranijwe) mbere yo kunyuzwa mubisohoka. Byibanze ibyerekezo byombi ntabwo bigabana uburemere kandi ntibishobora kugira uruhare mugihe cyisubiramo gisubiramo, buriwese rero afata imiterere y'uruhande rumwe guhuza.
Kumenya Byerekezo Byombi Byisubiramo
Urusobe rwibice bibiri rusubiramo rusoma urukurikirane haba imbere n'inyuma, bityo buri mwanya uhagarariye ushushanya kumiterere uhereye mubihe byashize nibizaza. Ibi bifite akamaro kuko ibisobanuro akenshi biterwa nibizakurikiraho, ntabwo byaje mbere. Imiyoboro ibiri isubirwamo ni tekinoroji yo kubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Imiyoboro Yisubiramo Yisubiramo 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 Imiyoboro Yisubiramo Yisubiramo Ihindura imyubakire, amakuru, nibikorwa byo guhitamo ibikorwa 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
Izina-ryamenyekanye, aho amagambo akikije impande zombi afasha gutondeka ikimenyetso nkumuntu, ahantu, cyangwa ishyirahamwe
Igice-cy-imvugo kiranga amagambo nka 'kuyobora' ukoresheje ibice byabanjirije n'ibikurikira
Moderi ya Acoustic muburyo bwo kuvuga imvugo itagaragara aho imvugo yose irahari
Intungamubiri za poroteyine cyangwa ADN zikurikirana muri bioinformatics, aho motif zishingiye ku bisigazwa byegeranye
Uburyo bwo Gushyira mu bikorwa
Imiyoboro ibiri isubiramo inshuro nyinshi mubikorwa
Izina-ryamenyekanye, aho amagambo akikije impande zombi afasha gutondeka ikimenyetso nkumuntu, ahantu, cyangwa ishyirahamwe.
Kumenyekanisha-kugiti, aho amagambo akikije impande zombi afasha gutondekanya ikimenyetso nkumuntu, ahantu, cyangwa ishyirahamwe Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro nibiciro byigihe.
Imiyoboro ibiri isubiramo inshuro nyinshi mubikorwa
Igice-cy-imvugo kiranga amagambo nka 'kuyobora' ukoresheje ibice byabanjirije n'ibikurikira.
Igice-cy-imvugo kiranga amagambo nka 'kuyobora' ukoresheje ibice byabanjirije ndetse n’ibikurikira Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi agakurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Imiyoboro ibiri isubiramo inshuro nyinshi mubikorwa
Moderi ya Acoustic muburyo bwo kuvuga imvugo itagaragara aho imvugo yose irahari.
Icyitegererezo cya Acoustic mukumenyekanisha kumurongo wa interineti aho imvugo yose iboneka Amakipe ubusanzwe abona ibisubizo byiza mugihe asobanura ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
Imiyoboro ibiri isubiramo inshuro nyinshi mubikorwa
Intungamubiri za poroteyine cyangwa ADN zikurikirana muri bioinformatics, aho motif zishingiye ku bisigazwa byegeranye.
Intungamubiri za poroteyine cyangwa ADN zikoreshwa muri bioinformatics, aho motif zishingiye ku bisigazwa by’ibisigisigi Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi agakurikirana 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.