Incamake
Kwiga federasiyo itoza icyitegererezo gisangiwe mubikoresho byinshi cyangwa amashyirahamwe udakusanyije amakuru yabo yibanze ahantu hamwe. Gusa ivugurura ryicyitegererezo rigenda kuri seriveri, bityo amakuru yunvikana aguma aho atuye.
Kwiga Federated ninyubako yubuhanga tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Mu mahugurwa asanzwe, amakuru yose ahujwe kuri seriveri nkuru. Kwiga federasiyo ihindura ibi: icyitegererezo cyisi cyoherezwa kubitabiriye amahugurwa (terefone, ibitaro, amabanki), buri gari ya moshi ikorera mu karere ku makuru yayo, kandi impinduka zavuyemo gusa zoherejwe inyuma. Seriveri igereranya aya makuru muburyo bwiza bwisi kandi igasubiramo. Google yerekanye igitekerezo cya Gboard, atezimbere ubuhanuzi bwa clavier kuva miriyoni za terefone udashyizeho ibyo abantu banditse. Uburyo bugaragaza aho amakuru yihariye, agengwa, cyangwa manini cyane ku buryo atimuka, nk'inyandiko z'ubuzima zikwirakwira mu bitaro. Inzitizi zirimo ibikoresho byizewe, amakuru atandukanye cyane hagati yabitabiriye (amakuru atari IID), no kuba ivugurura ryibanze rishobora kumeneka amakuru, niyo mpamvu rihujwe nubuhanga bwibanga.
Ubushishozi
Algorithm isanzwe ni Federasiyo yo Kuringaniza (FedAvg): buri mukiriya akora intambwe nyinshi zaho zigenda zimanuka, hanyuma seriveri ifata impuzandengo iremereye yuburemere bushya, mubisanzwe iremererwa namakuru menshi buri mukiriya afite. Kuberako abakiriya bitoza intambwe nyinshi mbere yo guhuza, itumanaho ryitumanaho rigabanuka cyane no kohereza buri cyiciro. Kugirango uhagarike ivugurura ryamakuru, sisitemu ya federasiyo yongeramo umutekano muke, ituma seriveri ibona gusa igiteranyo cyahujwe, hamwe n’ibanga ritandukanye, ryinjiza urusaku.
Kumenya Kwiga Kwishyira hamwe
Kwiga federasiyo itoza icyitegererezo gisangiwe mubikoresho byinshi cyangwa amashyirahamwe udakusanyije amakuru yabo yibanze ahantu hamwe. Gusa ivugurura ryicyitegererezo rigenda kuri seriveri, bityo amakuru yoroheje aguma aho atuye. Kwiga Federated ninyubako yubuhanga tekinike igira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Kwiga Federated nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha Federated Learning atezimbere 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
Google Ikibaho kunoza ijambo ryakurikiyeho na emoji guhanura kuri terefone udashyizeho urufunguzo.
Ibitaro bifatanyiriza hamwe kwerekana imiterere yerekana amashusho yo kwisuzumisha udasangiye inyandiko zabarwayi zirinzwe.
Amabanki akorana nuburyo bwo gutahura uburiganya mugihe ibikorwa bya buri kigo byiherereye.
Isosiyete ya Apple yihariye kubikoresho biranga QuickType na Siri ibyifuzo ukoresheje imyigire yaho.
Uburyo bwo Gushyira mu bikorwa
Kwiga Kwishyira hamwe mubikorwa
Google Ikibaho kunoza ijambo ryakurikiyeho na emoji guhanura kuri terefone udashyizeho urufunguzo.
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Kwiga Kwishyira hamwe mubikorwa
Ibitaro bifatanyiriza hamwe kwerekana imiterere yerekana amashusho yo kwisuzumisha udasangiye inyandiko zabarwayi zirinzwe.
Ibitaro bifatanyiriza hamwe kwerekana imiterere yerekana amashusho yo kwisuzumisha udasangiye inyandiko z’abarwayi zirinzwe 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.
Kwiga Kwishyira hamwe mubikorwa
Amabanki akorana nuburyo bwo gutahura uburiganya mugihe ibikorwa bya buri kigo byiherereye.
Amabanki akorana nuburyo bwo gutahura uburiganya mugihe kugumisha ibikorwa bya buri kigo Amakipe yigenga mubisanzwe abona umusaruro ushimishije mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo bikurikirana, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Kwiga Kwishyira hamwe mubikorwa
Isosiyete ya Apple yihariye kubikoresho biranga QuickType na Siri ibyifuzo ukoresheje imyigire yaho.
Isosiyete ya Apple yihariye yibikoresho nkibikoresho byihuta byihuta na Siri ukoresheje Amakipe yo kwigira mubisanzwe ibona ibisubizo byiza iyo isobanuye ibipimo ngenderwaho byimbere imbere, igakomeza inzira yo kuzamura abantu kubibazo, kandi ikurikirana inyungu zibyara umusaruro hamwe 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.