Kwiga
Kwiga federasiyo itoza icyitegererezo gisangiwe mubikoresho byinshi cyangwa amashyirahamwe udakusanyije amakuru yabo yibanze ahantu hamwe.
Incamake
Only model updates travel to the server, so the sensitive data stays where it lives.
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.
Ingaruka z'Ingamba
Igiciro na bije
Ibyemezo byubwubatsi bitwara imikorere nigiciro cyimikorere kumyaka.
Ibyemezo bisobanutse
Ubuhanga bwa tekinike bufasha amakipe guhitamo umurongo ukwiye, ntabwo ari shyashya gusa.
Kugenzura ubuziranenge
Guhitamo neza bya injeniyeri bigabanya ibintu byizewe mubikorwa.
Kazoza ko Kwiga Kwishyira hamwe
Kwiga muri federasiyo bigenda biva kuri clavier yerekeza kumikoreshereze yubuvuzi, imari, na IoT, aho amabwiriza nka HIPAA na GDPR atuma guhuza amakuru bigoye. Tegereza guhuza cyane hamwe n’ibanga ritandukanye hamwe no guteranya umutekano, hiyongereyeho urwego nka TensorFlow Federated, Flower, na NVIDIA FLARE ikura kugirango ikorwe. Imipaka ikura ni federasiyo yo guhuza neza imvugo nini yindimi, kureka amashyirahamwe akazamura icyitegererezo ku nyandiko y'ibanga. Gufata neza abaterankunga bakwirakwijwe kandi batizewe bikomeza kuba ubushakashatsi bwibanze.
Gushyira mu bikorwa Isi
Google Ikibaho kunoza ijambo rikurikira na emoji guhanura kuri terefone utarinze gukuramo urufunguzo.
Ibitaro bifatanyiriza hamwe kwerekana imashini yerekana amashusho udasangiye inyandiko zabarwayi zirinzwe.
Amabanki akorana nuburyo bwo kwerekana uburiganya mugihe ibikorwa bya buri kigo byiherereye.
Isosiyete ya Apple yihariye ibikoresho-bikoresho nka QuickType na Siri ibyifuzo ukoresheje imyigire yaho.
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.
Ibipimo byerekana umutwaro ufatika hamwe namakuru yimiterere.
Gukurikirana ibikoresho kubikosa, drift, ningaruka zabakoresha.
Tegura inzira yo gusubiza ibyabaye mbere yo gupima.
Komeza Ubushakashatsi
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Ubuyobozi bukurikira
CI / CD yo Kwiga Imashini
Ibibazo bikunze kubazwa
What is Federated Learning?
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.
Niki gitekerezo cyibanze cyo kwiga federasiyo?
Kwiga bihuriweho bikomeza amakuru yibanze; buri wese mu bitabiriye amahugurwa yitoza amakuru yacyo kandi yohereza gusa ibyitegererezo byerekana seriveri ihuza.
Niki algorithm ya Federated Averaging (FedAvg) ikora kuri seriveri?
FedAvg ihuza uburemere bwabakiriya batojwe murwego rwo hejuru rwiterambere ryisi yose, mubisanzwe biremerera buri mukiriya ukurikije amakuru yakoresheje.
Nibihe bicuruzwa bizwi cyane gukoresha federasiyo yo kunoza guhanura?
Google yakoresheje imyigire ya federasiyo muri Gboard kugirango atezimbere inyandiko zavuzwe na miriyoni za terefone atarinze gukusanya ibyo abakoresha banditse.
Kuki kwiga federasiyo bikurura amakuru yubuzima?
Amakuru yubuzima arihariye kandi aragenzurwa, kubwibyo kuyakomeza mugihe ukomeje kubaka icyitegererezo gisangiwe gihuza amategeko nka HIPAA kuruta guhuza.
Ni ukubera iki kuvugurura icyitegererezo byonyine bidahita byigenga?
Gradients hamwe nuburemere burashobora guhishura amakuru arambuye yingero zamahugurwa, niyo mpamvu umutekano uteganijwe hamwe n’ibanga ritandukanye byongeweho.