Incamake
Ibanga ritandukanye ni garanti yimibare yerekana ko gusesengura imibare yerekana uburyo bwingirakamaro mugihe uhishe niba amakuru yumuntu umwe yarimo. Nibyingenzi kuko ireka amashyirahamwe akagabana imibare kandi agahugura icyitegererezo atagaragaje abantu inyuma yimibare.
Ibanga ritandukanye nububiko bwa tekiniki bugira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo.
Kwibira cyane
Ibanga ritandukanye ritanga ibisobanuro byemewe byibanga: ibisubizo byisesengura bigomba kuba hafi kimwe niba umuntu umwe ari muri dataset. Ibi bigerwaho hiyongereyeho urusaku rwitondewe rwibisubizo kubisubizo cyangwa kubara, bityo uwagabye igitero ntashobora kumenya neza niba umuntu runaka yatanze umusanzu. Imbaraga ziyobowe nibintu byitwa epsilon ('bije yi banga'): epsilon ntoya isobanura urusaku rwinshi n’ibanga rikomeye ariko byukuri. Hariho uburyohe bubiri. Muri moderi yo hagati, umuyobozi wizewe afite amakuru yibanze kandi akongeramo urusaku kubisubizo byasohotse. Mu cyitegererezo cyaho, amakuru ya buri muntu asakuza ku gikoresho cye mbere yuko agenda, bisaba ko nta shyaka rikuru ryizewe ariko risaba urusaku rwinshi.
Ubushishozi
Uburyo bwibanze ni urusaku rwamajwi, akenshi ruva mubikwirakwizwa rya Laplace cyangwa Gaussiya, bigashyirwa mubibazo bya 'sensitivite' - uko amakuru yumuntu umwe ashobora guhindura ibisubizo. Guhindura umuntu umwe bigomba guhindurwa muburyo bwurwo rusaku. Igihombo cyibanga cyegeranya kubibazo, bikurikiranwa ningengo yimari ya epsilon hakurikijwe amategeko agenga ibihimbano, bityo buri sesengura rishya rikoresha amafaranga atagira ingano. Mu kwiga imashini, DP-SGD yongera urusaku kuri gradients zaciwe mugihe cy'amahugurwa kugirango uhuze inyandiko iyo ari yo yose kuri moderi yanyuma.
Kumenya Ibanga ritandukanye
Ibanga ritandukanye ni garanti yimibare yerekana ko gusesengura imibare yerekana uburyo bwingirakamaro mugihe uhishe niba amakuru yumuntu umwe yarimo. Nibyingenzi kuko ireka amashyirahamwe akagabana imibare kandi agahugura icyitegererezo atagaragaje abantu inyuma yimibare. Ibanga ritandukanye nububiko bwa tekiniki bugira ingaruka kumiterere yicyitegererezo, igiciro cyibikorwa remezo, ubukererwe, no kwizerwa mubipimo. Kugirango wubake byimbitse, fata Ibanga ritandukanye 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 Ibanga ritandukanye ahindura imyubakire, 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
Ibiro bishinzwe Ibarura rusange by’Amerika byinjije urusaku rw’ibanga mu mibare y’ibarura rusange rya 2020 kugira ngo rurinde ababajijwe mu gihe rutangaza amakuru y’abaturage.
Isosiyete ya Apple ikoresha ubuzima bwite butandukanye kugirango yige emoji ikunzwe kandi yandika ibiva muri iphone atabanje kumenya abakoresha kugiti cyabo.
Abashakashatsi bahugura icyitegererezo cyubuvuzi hamwe na DP-SGD kuburyo icyitegererezo cyanyuma kidashobora gufata mu mutwe no kwerekana inyandiko z'umurwayi ku giti cye.
RAPPOR ya __AIU_PROTECTED_11 __ yakusanyije imibare ikoreshwa rya mushakisha muguhindura raporo ya buri mukoresha mbere yuko iva mubikoresho byabo.
Uburyo bwo Gushyira mu bikorwa
Ibanga ritandukanye mubikorwa
Ibiro bishinzwe Ibarura rusange by’Amerika byinjije urusaku rw’ibanga mu mibare y’ibarura rusange rya 2020 kugira ngo rurinde ababajijwe mu gihe rutangaza amakuru y’abaturage.
Ibiro bishinzwe Ibarura rusange by’Amerika byinjije urusaku rw’ibanga mu mibare y’ibarura rusange rya 2020 kugira ngo rurinde ababajijwe mu gihe rutangaza amakuru y’abaturage Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo ngenderwaho by’imbere, agakomeza inzira yo kuzamura abantu ku manza, kandi akurikirana inyungu ziva mu musaruro ndetse n’ikosa ryakozwe mu gihe runaka.
Ibanga ritandukanye mubikorwa
Isosiyete ya Apple ikoresha ubuzima bwite butandukanye kugirango yige emoji ikunzwe kandi yandika ibiva muri iphone atabanje kumenya abakoresha kugiti cyabo.
Isosiyete ikora mudasobwa ya Apple ikoresha ibanga ryihariye kugirango yige emoji ikunzwe kandi yandike imigendekere ya iphone itabanje kumenya abakoresha kugiti cyabo Amakipe akunze kubona umusaruro mwiza mugihe asobanura ibipimo byimbere imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe.
Ibanga ritandukanye mubikorwa
Abashakashatsi bahugura icyitegererezo cyubuvuzi hamwe na DP-SGD kuburyo icyitegererezo cyanyuma kidashobora gufata mu mutwe no kwerekana inyandiko z'umurwayi ku giti cye.
Abashakashatsi bahugura icyitegererezo cyubuvuzi hamwe na DP-SGD kuburyo icyitegererezo cyanyuma kidashobora gufata mu mutwe no kwerekana inyandiko z'umurwayi ku giti cye Amakipe akunze kubona umusaruro ushimishije iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Ibanga ritandukanye mubikorwa
RAPPOR ya __AIU_PROTECTED_11 __ yakusanyije imibare ikoreshwa rya mushakisha muguhindura raporo ya buri mukoresha mbere yuko iva mubikoresho byabo.
__AIU_PROTECTED_11 __ 'RAPPOR yakusanyije imibare yimikoreshereze yimikoreshereze ya mushakisha muguhitamo raporo ya buri mukoresha mbere yuko iva mubikoresho byabo Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
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.