Incamake
Kwimura kwimura byongeye kwerekana icyitegererezo kimaze gutozwa kuri dataset nini kandi ikayihuza numurimo mushya, ujyanye. Aho gutangirira ku ntangiriro, uhagarara ku bitugu by'icyitegererezo kimaze kwiga ibintu rusange bifite akamaro, uzigama igihe kinini, amakuru, na compte.
Kwimura Kwiga byicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Guhugura icyitegererezo gikomeye kuva kuri zeru gikenera amamiriyoni yingero zanditse hamwe nibikoresho bikomeye. Kwimura imyigire kuruhande. Icyitegererezo cyerekanwe kuri dataset nini, nkurusobe rwamashusho rwahuguwe kuri ImageNet cyangwa icyitegererezo cyururimi rwahuguwe kumyandiko y'urubuga, rumaze kwiga uburyo bwingirakamaro cyane: impande nishusho yo kureba, ikibonezamvugo nubusobanuro bwinyandiko. Ufata iyo moderi yateguwe hanyuma ugahuza ubumenyi bwayo nikibazo cyawe gito, cyihariye. Hariho uburyo bubiri nyamukuru. Mubikorwa byo gukuramo uhagarika igice kinini cyurusobe hanyuma ukamenyereza gusa ibyasohotse bishya hejuru. Mugutunganya neza nawe urekura ibice byimbitse kandi ugakomeza kubitoza ku gipimo gito cyo kwiga bityo icyitegererezo gihindura buhoro buhoro amakuru yawe utibagiwe ibyo yari izi.
Ubushishozi
Imiyoboro yabanjirije kwiga yiga urwego: ibice byambere bifata ibintu rusange (impande, imiterere, ijambo ryibanze ryibanze) mugihe nyuma ibice bifata imirimo yihariye. Kwimura imyigire ikoresha ibi. Niba akazi kawe gasa numwimerere, hagarika ibice byambere nkibikururwa biranga ibintu hanyuma ukongere umutwe gusa. Niba amakuru yawe atandukanye cyane, tunganya neza ibice byimbitse ukoresheje igipimo gito cyo kwiga kuburyo ivugurura ryoroheje. Ingaruka nini ni ihindagurika rya domaine: niba amakuru mashya asa nkaho atandukanye cyane namakuru abanza, ibintu yatijwe birahuye nabi.
Kwiga Kwimura Kwiga
Kwimura kwimura byongeye kwerekana icyitegererezo kimaze gutozwa kuri dataset nini kandi ikayihuza numurimo mushya, bijyanye. Aho gutangirira ku ntangiriro, uhagarara ku bitugu by'icyitegererezo kimaze kwiga ibintu rusange bifite akamaro, uzigama igihe kinini, amakuru, na compte. Kwimura Kwiga byicaye mubikoresho bya AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata Kwimura Kwiga nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresheje Transfer Kwiga yubaka icyitegererezo gikomeye cyambere, hanyuma ushushanye izo moderi kubibuza umusaruro. 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.
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Igihe kimwe, Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare. 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
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza.
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe.
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga.
Amakipe afite imyumvire isangiwe akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga. 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
Guhuza neza umuyoboro wa ImageNet wateguwe kugirango umenye inenge zihariye kumurongo wibikorwa byuruganda hamwe namafoto ibihumbi bike gusa
Guhuza ururimi runini rwateguwe kugirango utegure incamake yemewe cyangwa yubuvuzi ukoresheje neza neza kuri corpus ntoya yihariye
Gukoresha icyitegererezo cyatojwe kumvugo rusange nkintangiriro yo kubaka imenyekanisha kumvugo cyangwa imvugo yihariye
Kongera imyitozo yanyuma yicyitegererezo cyo kwerekana ibyiciro byindwara ziva mumashusho yamababi ya porogaramu yo guhinga
Uburyo bwo Gushyira mu bikorwa
Kwimura Kwiga mubikorwa
Kuringaniza neza IshushoNet-yashizwe kumurongo kugirango umenye inenge zihariye kumurongo wibikorwa byuruganda hamwe namafoto ibihumbi bike.
Kuringaniza neza umuyoboro wateguwe na ImageNet kugirango umenye inenge zihariye kumurongo wibikorwa byuruganda hamwe namafoto ibihumbi bike gusa 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.
Kwimura Kwiga mubikorwa
Guhuza imvugo nini yateguwe kugirango utegure incamake yemewe cyangwa yubuvuzi ukoresheje neza neza kuri corpus ntoya.
Guhuza urugero runini rwururimi rwateguwe kugirango hategurwe incamake y’amategeko cyangwa y’ubuvuzi ukoresheje neza neza ku matsinda mato mato yihariye ya Corpus Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Kwimura Kwiga mubikorwa
Gukoresha icyitegererezo cyatojwe kumvugo rusange nkintangiriro yo kubaka imenyekanisha kumvugo cyangwa imvugo yihariye.
Gukoresha icyitegererezo cyahuguwe kumvugo rusange nkintangiriro yo kubaka imenyekanisha ryimvugo yihariye cyangwa imvugo Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kwimura Kwiga mubikorwa
Kongera imyitozo yanyuma yicyitegererezo cyo kwerekana ibyiciro byindwara ziva mumashusho yamababi ya porogaramu yo guhinga.
Kumenyereza icyiciro cya nyuma cyicyitegererezo cyo kwerekana ibyiciro byindwara ziva mumashusho yamababi ya porogaramu yo guhinga Amakipe ubusanzwe abona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi agakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Ingaruka & Kurinda
Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare.
Ibipimo birashobora kugaragara bikomeye mugihe imikorere-yisi-itaringaniye.
Kwirengagiza ubuziranenge bwamakuru na gahunda yo gusuzuma akenshi bitanga ibisubizo byoroshye.
Igishushanyo mbonera
Tangira nururimi rusobanutse rwibisubizo ukeneye.
Tangira nururimi rusobanutse rwibisubizo ukeneye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Inyandiko aho Kwimura Kwiga bifasha nuburyo bworoshye bworoshye.
Inyandiko aho Kwimura Kwiga bifasha nuburyo bworoshye bworoshye. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.