Ilimin Tarayya
Ƙwararren ilmantarwa yana horar da samfurin haɗin gwiwa a cikin na'urori ko kungiyoyi da yawa ba tare da tattara danyen bayanansu a wuri ɗaya ba.
Dubawa
Only model updates travel to the server, so the sensitive data stays where it lives.
Zurfafa nutsewa
A cikin horo na al'ada, an tattara duk bayanai akan sabar tsakiya. Ƙirƙirar ilmantarwa tana jujjuya wannan: ana aika samfurin duniya ga mahalarta (wayoyi, asibitoci, bankuna), kowane yana yin horo a cikin gida akan bayanansa, kuma kawai sakamakon canje-canjen nauyi ana mayar da shi. Sabar tana ƙaddamar da waɗannan sabuntawa zuwa ingantaccen samfurin duniya kuma yana maimaitawa. Google ya gabatar da ra'ayin Gboard, yana inganta hasashen madannai daga miliyoyin wayoyi ba tare da loda abin da mutane suka buga ba. Hanyar tana haskakawa inda bayanai ke sirri, tsari, ko girma da yawa don motsawa, kamar bayanan kiwon lafiya da aka bazu a asibitoci. Kalubale sun haɗa da na'urori marasa dogaro, bayanan da suka bambanta sosai tsakanin mahalarta (bayanan IID ba), da kuma gaskiyar cewa sabbin sabuntawa na iya har yanzu zube bayanai, wanda shine dalilin da ya sa aka haɗa shi da dabarun sirri.
Fahimtar Fasaha
Algorithm na al'ada shine Matsakaicin Haɗin kai (FedAvg): kowane abokin ciniki yana aiwatar da matakai da yawa na ƙasa gradient, sa'an nan uwar garken yana ɗaukar matsakaicin nauyi na sabbin ma'auni, yawanci ana auna ta yawan bayanan kowane abokin ciniki. Saboda abokan ciniki suna horar da matakai da yawa kafin daidaitawa, zagayen sadarwa yana raguwa sosai a kan aika kowane gradient. Don dakatar da ɗaukakawa daga yoyon bayanai, tsarin haɗin gwiwar yana ƙara amintacciyar tarawa, wanda ke ba uwar garken damar ganin jimlar haɗaɗɗiyar kawai, da keɓancewar keɓantacce, wanda ke shigar da amo.
Dabarun Tasiri
Kudin da kasafin kuɗi
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Shawarwari masu haske
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Kula da inganci
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Makomar Ilimin Tarayya
Koyon haɗin gwiwa yana motsawa daga maɓallan madannai zuwa ga amfani da ƙungiyoyi a cikin kiwon lafiya, kuɗi, da IoT, inda ƙa'idodi kamar HIPAA da GDPR ke sa haɗa bayanai da wahala. Yi tsammanin haɗin kai tare da keɓance keɓaɓɓen keɓantawa da haɗin kai, tare da tsarin kamar TensorFlow Federated, Flower, da NVIDIA FLARE balagagge don samarwa. Ƙaddamar da iyaka mai girma yana haɓaka kyakkyawan daidaita manyan nau'ikan harshe, barin ƙungiyoyi tare su inganta samfurin rubutu na sirri. Ingantacciyar kulawa da ɓangarorin da ba su dace ba da kuma waɗanda ba za a iya dogaro da su ba ya kasance mabuɗin turawa na bincike.
Aiwatar da Gaskiyar Duniya
Google Gboard yana inganta kalmar gaba da tsinkayar emoji a cikin wayoyi ba tare da loda maballin maɓalli ba.
Asibitoci suna horar da samfuran hoto tare ba tare da raba bayanan mara lafiya masu kariya ba.
Bankunan suna haɗin gwiwa akan ƙirar gano zamba yayin da suke kiyaye kasuwancin kowace cibiya a sirri.
Apple keɓance fasalin na'urar kamar QuickType da shawarwarin Siri ta amfani da koyo na gida.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Ci gaba da Bincike
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Jagora na gaba
CI/CD don Koyan Injin
Tambayoyin da ake yawan yi
What is Federated Learning?
Ƙwararren ilmantarwa yana horar da samfurin haɗin gwiwa a cikin na'urori ko kungiyoyi da yawa ba tare da tattara danyen bayanansu a wuri ɗaya ba. Sabunta samfurin kawai yana tafiya zuwa uwar garken, don haka mahimman bayanai suna tsayawa a inda yake zaune.
Menene ainihin manufar ilmantarwa ta tarayya?
Ilmantarwa na gama gari yana kiyaye danyen bayanai na gida; kowane ɗan takara yana horar da bayanan kansa kuma yana aika sabuntawar samfuri kawai wanda uwar garken ya haɗa.
Menene Algorithm na Federated Averaging (FedAvg) yayi akan sabar?
FedAvg yana haɗa ma'aunin ma'aunin horo na abokan ciniki cikin ƙayyadaddun ingantacciyar ƙira ta duniya, yawanci tana auna kowane abokin ciniki ta adadin bayanan da yake amfani da shi.
Wane samfuri ya shahara ya yi amfani da ilimin tarayya don inganta hasashe?
Google yayi amfani da ilimin tarayya a cikin Gboard don inganta hasashen rubutu daga miliyoyin wayoyi ba tare da tattara abin da masu amfani suka buga ba.
Me yasa ilmantarwa ta tarayya ke da kyau ga bayanan kiwon lafiya?
Bayanan lafiya na sirri ne kuma an tsara shi, don haka kiyaye shi a cikin gida yayin da ake gina samfurin da aka raba ya dace da dokoki kamar HIPAA fiye da haɗa shi.
Me yasa sabuntawar samfuri kadai ba su da cikakken sirri ta atomatik?
Gradients da canje-canjen nauyi na iya bayyana cikakkun bayanai game da misalan horo, wanda shine dalilin da yasa aka ƙara amintaccen tarawa da keɓantawa.