Incamake
Gukoresha ibikorwa byerekana imyitwarire yicyitegererezo wongeyeho cyangwa ukuramo ibice byimbere mubikorwa byihishe mugihe cyogukora, nta kongera imyitozo bisabwa. Nibyingenzi nkibisobanuro byuzuye, bisobanurwa mugucunga amajwi, ubunyangamugayo, cyangwa umutekano utabanje guhuza neza.
Gukora Ibikorwa no Guhagararira Ubwubatsi ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Ururimi runini rwerekana ibyerekezo nkicyerekezo murwego rwo hejuru rwibikorwa byabo. Guhagararira injeniyeri yiga ibi byerekezo, no kuyobora ibikorwa birabikoresha nkibikoresho byo kugenzura. Urahasanga 'kuyobora vector' kubitekerezo, akenshi mugereranya itandukaniro riri hagati yibikorwa kubikorwa bitandukanye (urugero nk'inyangamugayo n'ibisubizo byuburiganya), hanyuma ongeraho iyo vector kumurongo wikigero gisigaye mugihe cyo gufata umwanzuro, hejuru cyangwa hasi. Shyira mu cyerekezo 'kwanga' kandi icyitegererezo kigabanuka cyane; gusunika inzira zinyuranye kandi byujuje byinshi. Kuberako witabira mugihe cyo gufata umwanzuro, ingaruka zirahita, zirahindurwa, kandi zishobora guhindurwa na coefficient imwe. Ibi bituma iba igikoresho gikomeye cyubushakashatsi bwumutekano, gukemura imyitwarire yihishe, no kugenzura uburemere, nubwo kuyobora cyane bishobora gutesha agaciro coherence, hamwe na vectors iboneka kumurongo umwe wihuse ntishobora kuba rusange.
Ubushishozi
Imiyoboro ya vector isanzwe ibarwa nkuburyo bwo gutandukanya itandukaniro hagati yingirakamaro hamwe ningero mbi kumurongo watoranijwe ('itandukaniro-ryuburyo' icyerekezo). Mugusuzuma wongeyeho coefficient * vector kumurongo usigaye wurwo rwego, uhinduranya ibarwa ryakurikiyeho. Umurongo ugereranya hypothesis, ko ibintu byinshi byashizwe hamwe nkicyerekezo kigereranijwe, nicyo gituma iki gikorwa; Ihuza na autoencoders idasanzwe ibora ibikorwa mubintu bisobanurwa ushobora noneho gukomera.
Kumenyekanisha ibikorwa byo kuyobora no guhagararira ubwubatsi
Gukoresha ibikorwa byerekana imyitwarire yicyitegererezo wongeyeho cyangwa ukuramo ibice byimbere mubikorwa byihishe mugihe cyogukora, nta kongera imyitozo bisabwa. Nibyingenzi nkibisobanuro byuzuye, bisobanurwa mugucunga amajwi, ubunyangamugayo, cyangwa umutekano utabanje guhuza neza. Gukora Ibikorwa no Guhagararira Ubwubatsi ni tekinoroji yubaka tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata ibikorwa byo kuyobora no guhagararira ibikorwa nkuburyo bukora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha ibikorwa byo kuyobora no guhagararira ibikorwa byubaka byubaka 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
Abashakashatsi bongeyeho icyerekezo cy '' ubunyangamugayo 'kugirango bagabanye icyitegererezo cyo kwitiranya ibibazo bifatika.
Itsinda ryumutekano rishimangira icyerekezo cyo kwanga gufata umwanzuro wo kwerekana icyitegererezo cyanga ibyifuzo byizewe nta kwitoza.
Kubaza icyitegererezo cyihishe kubogama mugutandukanya icyerekezo cyicyerekezo no kureba uburyo byongera cyangwa guhagarika bihindura ibisubizo.
Guhindura amajwi yo kwandika (byemewe na bisanzwe) ku isazi hamwe na coefficient imwe yo kuyobora aho gukora ubwubatsi bwihuse cyangwa neza.
Uburyo bwo Gushyira mu bikorwa
Gukora Ibikorwa no Guhagararira Ubwubatsi mubikorwa
Abashakashatsi bongeyeho icyerekezo cy '' ubunyangamugayo 'kugirango bagabanye icyitegererezo cyo kwitiranya ibibazo bifatika.
Abashakashatsi bongeyeho icyerekezo cy’inyangamugayo kugira ngo bagabanye icyitegererezo cyo kwitiranya ibibazo bifatika Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho biri imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu ziva mu musaruro hamwe n’ikosa ryakozwe mu gihe runaka.
Gukora Ibikorwa no Guhagararira Ubwubatsi mubikorwa
Itsinda ryumutekano rishimangira icyerekezo cyo kwanga gufata umwanzuro wo kwerekana icyitegererezo cyanga ibyifuzo byizewe nta kwitoza.
Itsinda ry’umutekano rishimangira icyerekezo cyo kwanga kugira ngo icyitegererezo kigabanuke ibyifuzo byangiza bitarinze kongera imyitozo Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Gukora Ibikorwa no Guhagararira Ubwubatsi mubikorwa
Kubaza icyitegererezo cyihishe kubogama mugutandukanya icyerekezo cyicyerekezo no kureba uburyo byongera cyangwa guhagarika bihindura ibisubizo.
Kubaza icyitegererezo kubogamye kubogamye mugutandukanya icyerekezo cyicyerekezo no kureba uburyo byongera cyangwa kubihindura bihindura ibisubizo Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Gukora Ibikorwa no Guhagararira Ubwubatsi mubikorwa
Guhindura amajwi yo kwandika (byemewe na bisanzwe) ku isazi hamwe na coefficient imwe yo kuyobora aho gukora ubwubatsi bwihuse cyangwa neza.
Guhindura amajwi yo kwandika (byemewe na bisanzwe) ku isazi hamwe na coefficente imwe yo kuyobora aho gukora ubwubatsi bwihuse cyangwa gutunganya neza Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, 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.