Incamake
Itsinda risanzwe ni tekinike ituma imyitozo ya nete ihuza imyitozo muburyo busanzwe mumatsinda mato yimiyoboro, yigenga kuri buri rugero. Nibyiza kuko, bitandukanye na Batch Normalisation, ikora neza nubwo ibyiciro ari bito.
Itsinda risanzwe ryicaye murwego rwibanze rwa AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya.
Kwibira cyane
Ibisanzwe bisanzwe bituma imibare itembera mumurongo uringaniye neza, wihuta kandi ugahugura imyitozo. Batch Normalisation ibikora mukubara ibisobanuro nibitandukaniro bya buri kintu murwego rwa mini-batch yose, ariko ibyo bituma byoroha mugihe ibyiciro ari bito, kubera ko imibare iba urusaku kandi itizewe. Itsinda risanzwe, ryatangijwe na Wu na He muri 2018, rikuraho icyiciro muburinganire burundu. Kuri buri rugero rwumuntu ku giti cye, rugabanya imiyoboro mumibare ihamye yitsinda, hanyuma risanzwe buri tsinda ukoresheje urwo rugero rwonyine. Kuberako kubara bitigera biterwa nizindi ngero mugice, imikorere igumaho neza niba itsinda rifite amashusho 32 cyangwa rimwe gusa, bigatuma rikundwa mugushakisha, gutandukanya, no kwibuka-uburemere bwibikorwa.
Ubushishozi
Itsinda risanzwe risobanura ibisobanuro no gutandukana kurwego rwumwanya no hejuru yimiyoboro muri buri tsinda, kuri sample. Hanyuma birasanzwe kuri zeru bisobanura hamwe nibice bitandukanye kandi bigakoreshwa byize kuri buri muyoboro (gamma) na shift (beta). Ihuza izindi gahunda: hamwe nitsinda rimwe rihinduka Ubusanzwe, kandi hamwe numuyoboro umwe kuri buri tsinda bihinduka Instance Normalisation. Amatsinda yo kubara ni hyperparameter, akenshi ashyirwa kuri 32.
Kumenya Itsinda risanzwe
Itsinda risanzwe ni tekinike ituma imyitozo ya nete ihuza imyitozo muburyo busanzwe mumatsinda mato yimiyoboro, yigenga kuri buri rugero. Nibyiza kuko, bitandukanye na Batch Normalisation, ikora neza nubwo ibyiciro ari bito. Itsinda risanzwe ryicaye murwego rwibanze rwa AI. Iyo ubisobanukiwe, izindi ngingo za AI zoroha gusuzuma no kugereranya. Kugirango wubake byimbitse, fata Itsinda risanzwe nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Itsinda risanzwe ryubaka icyitegererezo cyambere, hanyuma ushushanye izo ngero 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
Gutahura ibintu hamwe nurugero rwicyiciro (urugero, Mask R-CNN yerekana imiterere) yatojwe hamwe na bike cyane kuri GPU.
U-Net umugongo imbere mugukwirakwiza amashusho, aho Itsinda Norm rihindura umunzani.
Imiyoboro ya 3D na videwo aho kwibuka cyane gukoresha imbaraga zingana kugeza kuri imwe cyangwa ebyiri.
Kuringaniza neza icyerekezo kinini cyicyitegererezo kubikoresho bigarukira aho uduce duto dutuma imibare ya Batch Norm itizewe.
Uburyo bwo Gushyira mu bikorwa
Itsinda risanzwe mubikorwa
Gutahura ibintu hamwe nurugero rwicyiciro (urugero, Mask R-CNN yerekana imiterere) yatojwe hamwe na bike cyane kuri GPU.
Gutahura ibintu hamwe no gutandukanya urugero (urugero, Mask R-CNN yerekana imiterere) yatojwe hamwe nitsinda rito cyane kuri buri cyiciro cya GPU Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Itsinda risanzwe mubikorwa
U-Net umugongo imbere mugukwirakwiza amashusho, aho Itsinda Norm rihindura umunzani.
U-Net umugongo imbere mumashusho yerekana amashusho, aho Itsinda Norm rihindura umunzani uranga Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Itsinda risanzwe mubikorwa
Imiyoboro ya 3D na videwo aho kwibuka cyane gukoresha imbaraga zingana kugeza kuri imwe cyangwa ebyiri.
Imiyoboro ya 3D na videwo aho kwibuka cyane gukoresha imbaraga zingana kugeza kumurwi umwe cyangwa ibiri Amakipe akunze kubona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Itsinda risanzwe mubikorwa
Kuringaniza neza icyerekezo kinini cyicyitegererezo kubikoresho bigarukira aho uduce duto dutuma imibare ya Batch Norm itizewe.
Kuringaniza neza icyerekezo kinini cyerekana ibyuma bigarukira aho uduce duto dutuma imibare ya Batch Norm itizewe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, 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 Itsinda risanzwe rifasha kandi uburyo bworoshye ni bwiza.
Inyandiko aho Itsinda risanzwe rifasha kandi uburyo bworoshye ni bwiza. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.