Njaboot gu wuute
Differential privacy mooy garanti math buy wane ni jàngat benn done dafay wane motif yu am njariñ ci di nëbb ndax benn done bu benn nit bokk na ci.
Résumé
It matters because it lets organizations share statistics and train models without exposing the individuals behind the numbers.
Plongeur bu xóot
Differential privacy dafay joxe luñuy tekki ci privacy: njariñu jàngat bi dafa wara nekk luy nuru, muy benn nit bu nekk ci done yi am déet. Ni ñu koy defee mooy ñu yokk ay bruit yu bari yuñ kalibre bu baax ci resultaa yi wala ci xayma yi, suko defee ki koy song mënul xam ndax amna nit ku ci bokk. Doole ji dafay aju ci parametre bu tuddu epsilon ('budget privacy'): epsilon bu gëna ndaw dafay tekki bruit bu gëna bari ak privacy bu gëna am doole waaye gëna néew njub. Amna ñaari cafka yu mag. Ci xeetu digg bi, ab kuratër buñu wóolu mooy tëye done yu bees yi ba noppi yokk bruit ci tontu yiñ génne. Ci xeetu dëkk bi, done yu nit ku nekk dañu koy def bruit ci aparey boppam balaa muy dem, te soxlawul benn pàrti bu wóolu waaye dafay laaj bruit bu gëna bari.
Gis-gis xarala
Mekanism bi gëna am solo mooy bruit biñ kalibre, ñu koy faral di jëlee ci distribution Laplace wala Gaussian, ñu méngale ko ak 'sensitivite' laaj bi — ba ñaata done yu benn nit mëna soppi resultaa bi. Coppite ci benn nit war nañu ko lim ci xumbaay boobu. Perte privacy dafay gëna yokk ci laaj yi, topp ci budget epsilon ci sàrti composition, kon jàngat bu bees bu nekk dafay dugal ci ndimbal lu am àpp. Ci jàngu masin, DP-SGD dafay yokk bruit ci gradient yiñ dagg ci diiru tàggat ngir lëkkale bépp dokimaa ci model bi mujj.
njeextalu pexe
Njëgg ak budget
Dogal yi architecture di jël dañuy indi njariñ ak njëgu liggéey bi ay at ci ginaaw.
dogal yu gëna leer
Njàngalem xarala yi dafay jàppale ekip yi ñu tànn li gën, te baña yam ci li gëna bees daal.
Xool kalite
Tanneef yu gëna baax ci wàllu ingeñër dina wàññi jafe-jafe yi ci wàllu wóor ci liggéey bi.
Ëlëgu wuute ci wàllu nëbbëtu
Njaboot gi wuute mingi nekk jumtukaay buñ miin: agence yiy xayma limu nit ñi, platform xarala yu bees yi, ak gëstukat yi ci wàllum paj dañu koy gëna jëfandikoo ngir siiwal lim yi ci anam wu wóor. Xaarandil jumtukaay yu gëna baax yuy topp ci saasi budget privacy, jegewaale hybrid yu boole DP ak jàng bu federaal ak xayma bu wóor, ak jumtukaayi bruit yu gëna baax yuy gëna am njubte ci unité privacy bu nekk. Regulatër yi ak kurel yiy saytu ñungi waaja xàmmee DP ni benchmark ngir ay done yu 'ñu nëbbu', lu mëna tax mu nekk lu ñuy laaj ngir genne ay done yu am solo ak ay xeetu juntuwaay yu bees.
Doxal ci àdduna dëgg
Biro buy xayma limu nit ñi ci Amerique dugal na ay bruit yu wuute ci xayma limu nit ñi ci 2020 ngir aar ñi tontu ci di siiwal ay done ci limu nit ñi.
Apple dafay jëfandikoo ay mbir yu wuute ngir jàng emoji yu siiw yi ak bind tendaas yi ci iPhone te du xàmmee benn jëfandikukat.
Gëstukat yi dañuy tàggat xeetu paj yi ak DP-SGD suko defee xeetu paj mi mujj mënul xam wala fësal dosiye bu benn malaad.
Google's RAPPOR dafa dajale lim yiñ jëfandikoo ci nawigatër bi, ci tànnee rapooru jëfandikukat bu nekk balaa muy bàyyi seen aparey.
Risk yi ak balustrade yi
Optimize benn benchmark mën na nëbb ñakk kattan yu gëna yaatu ci sistem bi.
Njëg li ñuy fay ci infrastructure yi ak ci toppatoo dañuy faral di suufeel.
Bu sistem yi di gëna xawa jafee xam, jafe-jafe yi am ci wàllu kaaraange ak seetlu mën nañu gëna bari.
Roadmap ngir samp gi
Mandargal latency, kalite, ak njëg yi laata ngay jëfandikoo.
Benchmark ci biir sargal ak done yu dëggu.
Jumtukaay bi di saytu njuumte yi, derive bi ak njeextalu jëfandikukat bi.
Waajal rollback ak yooni tontu ci jafe-jafe yi laata ngay eskale.
Weyal di banneexu
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Gis bi ci topp
IA & Njaboot
Laaj yi ñuy faral di laaj
What is Differential Privacy?
Differential privacy mooy garanti math buy wane ni jàngat benn done dafay wane motif yu am njariñ ci di nëbb ndax benn done bu benn nit bokk na ci. Dafa am solo ndax dafay may mbootaay yi ñu séddoo ay lim ak tàggat ay misaal te duñu fësal nit ñi ci ginaaw lim yi.
Lan la parametru epsilon di saytu ci wàllu nëbbëtu bu wuute?
Epsilon mooy budget privacy: epsilon bu gëna ndaw dafay tekki bruit bu gëna bari ak privacy bu gëna am doole waaye gëna néew njub.
Naka lay demee ba nëbb njariñu nit ñi?
Bruit aleatoire buñ scale bu baax dafay tax génne yi daanaka nuróo, muy benn nit bu ci bokk am déet.
Lan moo wuutale xeetu 'local' bu wuute ci wàllu nëbbëtu ak xeetu 'central'?
Ci xeetu dëkk bi, done yi dañuy am bruit ci aparey bi, moo tax doo soxla wóolu benn pàrti bu mag, waaye dafay laaj bruit bu gëna bari.
Luy 'sensitivite' ngir kalibre bruit bi?
Bruit bi deñukoy escale ci sensitivite bi suko defee ñu mëna maskeer influens bu benn nit ci statistik.
Lan moo waral laaj bu bees bu nekk di dugal xaalis ci 'budget privacy'?
Ci biir composition, laaj yu bari yi dañuy sacc ay leeral yu bari, kon ku nekk ci ñoom mingi jëlee ci ndimbalu epsilon bu am àpp.