Ezona zixhobo zeDatha zokungaziwa ziFanelela ukuThotyelwa koKhuseleko lwaBucala
Imibutho isebenzisa izixhobo zokufihla amagama ukususa ulwazi olubonayo lomntu ukusuka kwiiseti zabo zedatha. Ukungathobeli kunokukhokelela kwisohlwayo esikhulu esivela kumaqumrhu alawulayo kunye ukuphulwa kwedatha. Ngaphandle idatha engachazwanga, awukwazi ukusebenzisa okanye ukwabelana ngeeseti zedatha ngokupheleleyo.
abaninzi izixhobo zokufihla amagama ayinakuqinisekisa ukuthotyelwa ngokupheleleyo. Iindlela zohlobo lwangaphambili zinokushiya iinkcukacha zobuqu zisesichengeni sokungachazwa ngabadlali abakhohlakeleyo. Abanye iindlela zokufihla amagama yehlisa umgangatho wedatha ukuya kwinqanaba xa ingathembekanga kuyo Uhlalutyo lwedatha.
Thina Syntho iya kukwazisa kwiindlela zokungaziwa kunye nomahluko ophambili phakathi kwe-past-gen kunye ne-next-gen izixhobo. Siza kukuxelela ngezona zixhobo zibalaseleyo zokungaziwa kwedatha kwaye sicebise imiba ephambili yokuyikhetha.
Isiqulatho
- Yintoni idatha yokwenziwa
- Ingaba isebenza kanjani
- Kutheni imibutho iyisebenzisa
- Indlela yokuqalisa
Zeziphi izixhobo zokungaziwa kwedatha?
Ukungaziwa kwedatha bubuchule bokukhupha okanye ukutshintsha ulwazi oluyimfihlo kwiiseti zedatha. Imibutho ayikwazi ukufikelela ngokukhululekileyo, ukwabelana, nokusebenzisa iinkcukacha ezifumanekayo ezinokulandelelwa ngokuthe ngqo okanye ngokungathanga ngqo kumntu ngamnye.
- Umgaqo-nkqubo woKhuseleko loLwazi jikelele (GDPR). Umthetho we-EU ikhusela ubumfihlo bedata yobuqu, igunyazisa imvume yokusetyenzwa kwedatha kwaye inike abantu amalungelo okufikelela kwidatha. I-United Kingdom inomthetho ofanayo obizwa ngokuba yi-UK-GDPR.
- California Consumer Privacy Act (CCPA). Umthetho wabucala waseCalifornian igxile kumalungelo abathengi malunga ukwabelana kwedatha.
- Umthetho we-Inshorensi yezeMpilo yokuThwaleka kunye nokuPhendula (HIPAA). Umthetho Wabucala umisela imigangatho yokukhusela ulwazi lwempilo yesigulana.
Zisebenza njani izixhobo zokufihlwa kwedatha?
Izixhobo zokungaziwa kwedatha ziskena iiseti zedatha zolwazi olubuthathaka kwaye endaweni yazo ngedatha eyenziweyo. Isoftware ifumana idatha enjalo kwiitafile kunye neekholamu, iifayile zeteksti, kunye namaxwebhu askeniweyo.
Le nkqubo ihlutha idatha yezinto ezinokudibanisa nabantu okanye imibutho. Iindidi zedatha efihliweyo zezi zixhobo ziquka:
- Iinkcukacha zobuntu (PII): Amagama, iinombolo zezazisi, imihla yokuzalwa, iinkcukacha zokuhlawula, iinombolo zefowuni, kunye needilesi ze-imeyile.
- Ulwazi lwezempilo olukhuselweyo (PHI): Iquka iirekhodi zonyango, iinkcukacha ze-inshurensi yezempilo, kunye nedatha yempilo yakho.
- Ulwazi lwezemali: Iinombolo zekhadi letyala, iinkcukacha ze-akhawunti yebhanki, idatha yotyalo-mali, kunye nezinye ezinokudityaniswa namaqumrhu amanyeneyo.
Ngokomzekelo, imibutho yokhathalelo lwempilo ichaza iidilesi zesigulane kunye neenkcukacha zoqhagamshelwano ukuqinisekisa ukuthotyelwa kwe-HIPAA kuphando lomhlaza. Inkampani yezemali ifihle imihla yokuthengiselana kunye neendawo kwiidatha zabo ukuthobela imithetho ye-GDPR.
Ngelixa ingqikelelo iyafana, kukho iindlela ezininzi ezahlukeneyo idatha engachazwanga.
Ubuchule bokungaziwa kwedatha
Ukungaziwa kuyenzeka ngeendlela ezininzi, kwaye ayizizo zonke iindlela ezinokuthenjwa ngokulinganayo ekuthotyelweni nasekusebenziseni. Eli candelo lichaza umahluko phakathi kweentlobo ezahlukeneyo zeendlela.
Isibizo
I-pseudonymization yinkqubo ebuyiselwa umva yokungachongi apho izichongi zomntu zitshintshwa ngamagama angengowawo. Igcina imephu phakathi kwedatha yokuqala kunye netshintshiweyo, kunye netafile yemephu egcinwe ngokwahlukileyo.
Icala elibi le pseudonymizing kukuba iyabuyiselwa umva. Ngolwazi olongezelelweyo, abadlali abakhohlakeleyo banokuyibuyisela kumntu. Ngaphantsi kwemithetho ye-GDPR, idatha eyenziwe ngenkohliso ayithathwa njengedatha engaziwa. Ihlala ixhomekeke kwimimiselo yokukhusela idatha.
Ukufihla idatha
Indlela yokufihla idatha idala inguqulelo efanayo kodwa eyinkohliso yedatha yabo ukukhusela ulwazi olubuthathaka. Obu buchule buthatha indawo yedatha yokwenyani ngoonobumba abatshintshiweyo, ukugcina ifomathi efanayo kusetyenziso oluqhelekileyo. Ngokwethiyori, oku kunceda ukugcina ukusebenza kokusebenza kweeseti zedatha.
Kwizenzo, ukufihla idatha ihlala inciphisa i usetyenziso lwedatha. Isenokusilela ukugcina i idatha yoqoboUnikezelo okanye iimpawu, iyenza ingabiluncedo kakhulu kuhlalutyo. Omnye umngeni kukugqiba ngento emayigqunywe. Ukuba kwenziwe ngokungachanekanga, idatha efihliweyo isengaphinda ichongwe.
Ulungelelaniso (uhlanganiso)
Ulungelelaniso alufihli idatha ngokuyenza ibe neenkcukacha ezimbalwa. Idibanisa idatha efanayo kunye kwaye inciphise umgangatho wayo, iyenze kube nzima ukwahlula amaqhekeza edatha. Le ndlela ihlala ibandakanya iindlela zokushwankathela idatha efana ne-avareji okanye ukwenza itotali ukukhusela amanqaku edatha ngamnye.
Ukwenziwa ngokubanzi ngokubanzi kunokwenza idatha iphantse ingabinamsebenzi, ngelixa ukuhlengahlengiswa ngokubanzi kusenokunganikeli ubumfihlo obaneleyo. Kukwakho umngcipheko wokudizwa okushiyekileyo, njengoko iiseti zedatha ezidityanisiweyo zisenokunika iinkcukacha ezaneleyo zokungachongi xa zidityanisiwe nezinye. imithombo yedatha.
Ukuphazamiseka
I-Perturbation ilungisa iiseti zedatha yoqobo ngokusondeza amaxabiso kunye nokongeza ingxolo engacwangciswanga. Amanqaku edatha aguqulwa ngobuchule, aphazamise imeko yawo yangaphambili ngelixa egcina iipateni zedatha iyonke.
Icala elisezantsi lokuphazamiseka kukuba idatha ayichazwanga ngokupheleleyo. Ukuba utshintsho alwanelanga, kukho umngcipheko wokuba iimpawu zokuqala zingaphinda zichongwe.
Ukutshintsha kwedatha
Ukutshintshana bubuchule apho amaxabiso oyelelwano kwiseti yedatha ahlengahlengiswa ngokutsha. Le ndlela ilula kakhulu ukuphumeza. Iiseti zedatha zokugqibela azihambelani neerekhodi zokuqala kwaye azilandeleki ngokuthe ngqo kwimithombo yazo yoqobo.
Ngokungathanga ngqo, nangona kunjalo, iiseti zedatha zihlala zibuyiselwa umva. Idata etshintshiweyo isesichengeni sokubhengezwa nokuba kukho imithombo emincinci yesibini. Ngaphandle koko, kunzima ukugcina ingqibelelo yesemantic yedatha ethile etshintshiweyo. Umzekelo, xa utshintsha amagama kwisiseko sedatha, inkqubo inokusilela ukwahlula phakathi kwamagama abesilisa nabasetyhini.
Umqondiso
I-Tokenization ithatha indawo yezinto ezibuthathaka zedatha kunye namathokheni - izilinganiso ezingenasivakalisi ngaphandle kwamaxabiso asebenzisekayo. Ulwazi lwe-tokenized luhlala luluhlu olungakhethiyo lwamanani kunye nabalinganiswa. Le ndlela yobugcisa isoloko isetyenziselwa ukukhusela ulwazi lwemali ngelixa igcina iimpawu zayo zokusebenza.
Enye isoftware yenza kube nzima ukulawula kunye nokukala iivaults zamathokheni. Le nkqubo yazisa ngomngcipheko wokhuseleko: idatha ebuthathaka inokuba semngciphekweni ukuba umhlaseli udlula kwivault yoguqulelo oluntsonkothileyo.
Randomization
I-Randomization iguqula amaxabiso ngedatha engakhethiyo kunye nehlekisayo. Yindlela ethe ngqo enceda ukugcina imfihlo yokungeniswa kwedatha yomntu ngamnye.
Le ndlela yobugcisa ayisebenzi ukuba ufuna ukugcina unikezelo lweenkcukacha-manani oluchanekileyo. Kuqinisekisiwe ukuthomalalisa idata esetyenziselwe iiseti zedatha ezintsokothileyo, njengedatha ye-geospatial okanye yexeshana. Iindlela ezingonelanga okanye ezingafanelekanga azinakuqinisekisa ukhuseleko lwabucala, nokuba.
Uhlengahlengiso lwedatha
Ukuhlengahlengiswa kwedatha yinkqubo yokususa ngokupheleleyo ulwazi kwiiseti zedatha: ukucima, ukuvala, okanye ukucima umbhalo kunye nemifanekiso. Oku kuthintela ukufikelela kwizinto ezinovakalelo idatha yemveliso kwaye yinto eqhelekileyo kumaxwebhu asemthethweni nasemthethweni. Kucace gca ukuba yenza ukuba idatha ingalungeli uhlalutyo oluchanekileyo lweenkcukacha-manani, ukufunda imodeli, kunye nophando lwezonyango.
Ngokucacileyo, obu buchule buneziphene ezishiya imikroba enokusetyenziswa kakubi ngabadlali abanolunya. Bahlala besusa izinto ezibalulekileyo kwiiseti zedatha, ezithintela ukusetyenziswa kwazo. Oku akunjalo ngobuchule bokugqibela be-gen.
Izixhobo zokungaziwa kwisizukulwana esilandelayo
Isoftware yala maxesha yokufihla amagama isebenzisa iindlela ezintsonkothileyo ukuchasa umngcipheko wokuphinda uchongwe. Banikezela ngeendlela zokuthobela yonke imimiselo yabucala ngelixa ugcina umgangatho wedatha.
Ukuveliswa kwedatha yokwenziwa
Ukuveliswa kwedatha yeSynthetic kunika indlela ekrelekrele yokufihla idatha ngelixa ugcina usetyenziso lwedatha. Obu buchule busebenzisa i-algorithms ukwenza iiseti zedatha ezintsha ezibonisa ubume bedatha yokwenyani kunye neempawu.
Idatha ye-Synthetic ithatha indawo ye-PII kunye ne-PHI ngedatha ehlekisayo engenakulandelelwa kumntu ngamnye. Oku kuqinisekisa ukuthotyelwa kwemithetho yabucala yedatha, efana ne-GDPR kunye ne-HIPAA. Ngokwamkela izixhobo zokwenziwa kwedatha eyenziweyo, imibutho iqinisekisa ubumfihlo bedatha, ithomalalisa iingozi zokuphulwa kwedatha, kwaye ikhawulezise uphuhliso lwezicelo eziqhutywa yidatha.
Uguqulelo oluntsonkothileyo lwehomomorphic
Uguqulelo lwe-Homomorphic encryption (iguqulela ngokuthi "isakhiwo esifanayo") iguqula idatha kwisicatshulwa. Iiseti zedatha ezifihliweyo zigcina ulwakhiwo olufanayo njengedatha yoqobo, okukhokelela ekuchanekeni okugqwesileyo kovavanyo.
Le ndlela ivumela ukwenza computations ezintsonkothileyo ngqo kwi idatha efihliweyo ngaphandle kokufuna ukuyifihla kuqala. Imibutho inokugcina ngokukhuselekileyo iifayile ezifihliweyo kwilifu likawonkewonke kunye nokusetyenzwa kwedatha yangaphandle kubantu besithathu ngaphandle kokubeka esichengeni ukhuseleko. Le datha ikwathobela, njengoko imithetho yabucala ayisebenzi kulwazi olufihliweyo.
Nangona kunjalo, ii-algorithms ezintsonkothileyo zifuna ubuchwephesha bokuphunyezwa ngokuchanekileyo. Ngaphandle koko, uguqulelo lwe-homomorphic encryption lucotha kunemisebenzi kwidatha engafihlwanga. Akunakuba sisisombululo esona sisombululo siphezulu kwii-DevOps kunye namaqela oQinisekiso loMgangatho (QA), abafuna ukufikelela ngokukhawuleza kwiidatha zokuvavanya.
Khusela ubalo lwamaqela amaninzi
Ukhuseleko lwekhompiyutha yamaqela amaninzi (SMPC) yindlela efihlakeleyo yokuvelisa iiseti zedatha ngomzamo odibeneyo wamalungu aliqela. Iqela ngalinye lifihla igalelo lalo, lenze ubalo, kwaye lifumana idatha elungisiweyo. Ngale ndlela, ilungu ngalinye lifumana umphumo abawudingayo ngelixa ligcina imfihlo yabo yedatha.
Le ndlela ifuna amaqela amaninzi ukususa ukuntsonkotha kwedatha evelisiweyo, nto leyo eyenza ibe yimfihlo eyongezelelweyo. Nangona kunjalo, i-SMPC idinga ixesha elibalulekileyo ukwenza iziphumo.
| Ubuchule bokungaziwa kwedatha yesizukulwana sangaphambili | Izixhobo zokungaziwa kwisizukulwana esilandelayo | ||||
|---|---|---|---|---|---|
| Isibizo | Ibuyisela izichongi zobuqu ngamagama angengowamntu ngeli lixa ugcina itafile eyohlukileyo yokwenza imaphu. | - Ulawulo lwedatha ye-HR -Unxibelelwano lwenkxaso yabathengi - Uphando lophando | Ukuveliswa kwedatha yokwenziwa | Isebenzisa i-algorithm ukwenza iiseti zedatha ezintsha ezibonisa ubume bedatha yokwenyani ngelixa uqinisekisa ubumfihlo kunye nokuthotyelwa. | -Uphuhliso lwesicelo oluqhutywa yidatha - Uphando lwezonyango -Umzekelo okwinqanaba eliphezulu - Intengiso yabathengi |
| Ukufihla idatha | Iguqula idatha yokwenyani kunye nabalinganiswa bobuxoki, igcina ifomathi efanayo. | - Ingxelo yezemali -Iindawo zoqeqesho lwabasebenzisi | Uguqulelo oluntsonkothileyo lwehomomorphic | Guqula idata ibe yi-ciphertext ngelixa igcina ubume boqobo, ivumela ukubalwa kwedatha entsonkothileyo ngaphandle koguqulelo oluntsonkothileyo. | -Khusela ukusetyenzwa kwedatha -Unikezelo lwedatha yokubala -Uhlalutyo lwedatha oluphezulu |
| Ulungelelaniso (uhlanganiso) | Yehlisa iinkcukacha zedatha, ibeka ngokwamaqela idatha efanayo. | - Izifundo zamanani abantu - Izifundo zemarike | Khusela ubalo lwamaqela amaninzi | Indlela yeCryptographic apho amaqela amaninzi afihla igalelo lawo, enze ubalo, kwaye azuze iziphumo ezidibeneyo. | - Uhlalutyo lwedatha edibeneyo - Ukudityaniswa kwedatha eyimfihlo |
| Ukuphazamiseka | Ulungisa iiseti zedatha ngokurhangqa amaxabiso kunye nokongeza ingxolo engacwangciswanga. | - Uhlalutyo lwedatha yezoqoqosho - Uphando lwepateni yendlela - Uhlalutyo lwedatha yokuthengisa | |||
| Ukutshintsha kwedatha | Lungisa kwakhona amaxabiso ophawu lwesethi yedatha ukunqanda ukulandeleka okuthe ngqo. | - Izifundo zothutho - Uhlalutyo lwedatha yezemfundo | |||
| Umqondiso | Ibeka endaweni yedatha enovakalelo kunye neethokheni ezingavakaliyo. | - Ukuqhutywa kwentlawulo - Uphando lobudlelwane bomthengi | |||
| Randomization | Yongeza idatha engacwangciswanga okanye ehlekisayo ukuguqula amaxabiso. | - Uhlalutyo lwedatha ye-Geospatial - Izifundo zokuziphatha | |||
| Uhlengahlengiso lwedatha | Isusa ulwazi kwiiseti zedatha, | - Ukwenziwa koxwebhu olusemthethweni - Ulawulo lweerekhodi | |||
Itheyibhile 1. Uthelekiso phakathi Kwangaphambili- kunye nesizukulwana esilandelayo ubuchule bokungaziwa
I-Smart data de-identification njengendlela entsha yokungaziwa kwedatha
Smart de-identification akachazi amagama edatha usebenzisa i-AI eyenziwe idatha ehlekisayo yokwenziwa. Amaqonga aneempawu aguqula ulwazi olunovakalelo lube yidatha ethobelayo, engaqondwayo ngezi ndlela zilandelayo:
- Isoftware yokungachongi ihlalutya iiseti zedatha ekhoyo kwaye ichonge iPII nePHI.
- Imibutho ingakhetha ukuba yeyiphi idata enovakalelo emayithathelwe indawo ngolwazi olungeyonyani.
- Isixhobo sivelisa iiseti zedatha ezintsha ezinedatha ethobelayo.
Le teknoloji iluncedo xa imibutho idinga ukusebenzisana kunye nokutshintshiselana ngedatha exabisekileyo ngokukhuselekileyo. Kukwaluncedo xa idatha kufuneka yenziwe ukuba ihambelane kwiindawo ezininzi zolwazi.
I-Smart de-identification igcina ubudlelwane phakathi kwedatha yomelele ngokusebenzisa imephu engaguqukiyo. Iinkampani zinokusebenzisa idatha eveliswayo kuhlalutyo olunzulu lweshishini, uqeqesho lokufunda ngomatshini, kunye neemvavanyo zeklinikhi.
Ngeendlela ezininzi, udinga indlela yokumisela ukuba isixhobo sokungaziwa sikulungele na.
Indlela yokukhetha isixhobo esichanekileyo sokungaziwa kwedatha
- Operations scalability. Khetha isixhobo esikwaziyo ukunyusa usehla ngokuhambelana neemfuno zakho zokusebenza. Thatha ixesha lokuvavanya uvavanyo lwentsebenzo phantsi komthwalo owandayo womsebenzi.
- Umdibaniso. Izixhobo zokungaziwa kwedatha kufuneka zidibanise kakuhle kunye neenkqubo zakho ezikhoyo kunye nesofthiwe yokuhlalutya, kunye nokuhlanganiswa okuqhubekayo kunye nokuthunyelwa okuqhubekayo (CI / CD) umbhobho. Ukuhambelana nokugcinwa kwedatha yakho, uguqulelo oluntsonkothileyo, kunye namaqonga okucubungula kubalulekile kwimisebenzi engenamthungo.
- Imephu yedatha ehambelanayo. Qinisekisa ukuba abagcini bedatha abangachazwanga banemfezeko kunye nokuchaneka kwezibalo ezifanelekileyo kwiimfuno zakho. Ubuchule besizukulwana sangaphambili bokungaziwa bucima izinto ezixabisekileyo kwiiseti zedatha. Izixhobo zale mihla, nangona kunjalo, zigcina ingqibelelo yereferensi, isenza idatha ichaneke ngokwaneleyo kwiimeko zokusetyenziswa okuphezulu.
- Iindlela zokhuseleko. Beka kuqala izixhobo ezikhusela iiseti zedatha yokwenyani kunye neziphumo ezingaziwa ngokuchasene nezoyikiso zangaphakathi nangaphandle. Isoftware kufuneka ifakwe kwisiseko esikhuselekileyo somthengi, ulawulo olusekelwe kwindima yokufikelela, kunye nee-API zokuqinisekisa izinto ezimbini.
- Iziseko ezingundoqo ezithobelayo. Qinisekisa ukuba isixhobo sigcina i-datasets kwindawo yokugcina ekhuselekileyo ehambelana ne-GDPR, i-HIPAA, kunye nemimiselo ye-CCPA. Ukongeza, kufuneka ixhase ukugcinwa kwedatha kunye nezixhobo zokubuyisela ukuphepha ukuba nokwenzeka kwexesha lokuphumla ngenxa yeempazamo ezingalindelekanga.
- Imodeli yentlawulo. Qwalasela iindleko zangoku kunye nezexesha elide ukuze uqonde ukuba isixhobo sihambelana nohlahlo lwabiwo-mali lwakho. Ezinye izixhobo zenzelwe amashishini amakhulu kunye namashishini aphakathi, ngelixa ezinye zineemodeli eziguquguqukayo kunye nezicwangciso ezisekelwe ekusebenziseni.
- Uxhaso lobuchwepheshe. Ukuvavanya umgangatho kunye nokufumaneka komthengi kunye nenkxaso yobugcisa. Umboneleli unokukunceda udibanise izixhobo zokungaziwa, uqeqeshe abasebenzi, kwaye ulungise imiba yobuchwephesha.
Izixhobo ezi-7 ezilungileyo zokungaziwa
Ngoku uyazi ukuba ujonge ntoni, masijonge ukuba zezona zixhobo zithembekileyo zithini imaski ulwazi olubuthathaka.
1. ISintho
I-Syntho inikwe amandla yisoftware yokuvelisa idatha ebonelela ngamathuba okuchongwa okukrelekrele. Ukudalwa kwedatha esekwe kumgaqo weqonga kuzisa ukuguquguquka, okwenza imibutho ikwazi ukwenza idatha ngokweemfuno zabo.
Iskena esinamandla e-AI ichonga yonke iPII kunye nePHI kuzo zonke iiseti zedatha, iinkqubo, kunye namaqonga. Imibutho ingakhetha ukuba yeyiphi idatha ukuba isuse okanye ihlekise ukuthobela imigangatho yokulawula. Okwangoku, i-subsetting feature inceda ukwenza iiseti zedatha ezincinci zokuvavanya, ukunciphisa umthwalo wokugcina kunye nokucubungula izixhobo.
Iqonga liluncedo kumacandelo ahlukeneyo, kubandakanywa ukhathalelo lwempilo, ulawulo lwekhonkco lokubonelela, kunye nezezimali. Imibutho isebenzisa iqonga le-Syntho ukwenza ukungabikho kokuvelisa kunye nokuphuhlisa iimeko zokuvavanya isiko.
Unokufunda ngakumbi malunga nesakhono sikaSyntho ngo ukucwangcisa idemo.
2. K2view
3. Broadcom
4. Ikakhulu i-AI
5. I-ARX
6. Amnesia
7. I-Tonic.ai
Izixhobo zokungaziwa kwedatha zisebenzisa iimeko
Iinkampani zezimali, ukhathalelo lwempilo, intengiso, kunye nenkonzo yoluntu zisebenzisa izixhobo zokufihla amagama ukuze zihlale zithobela imithetho yabucala yedatha. Iiseti zedatha ezingachongwa zisetyenziselwa iimeko ezahlukeneyo.
Ukuphuculwa kwesoftware kunye nokuvavanywa
Izixhobo zokungaziwa zenza ukuba iinjineli zesoftware, abavavanyi, kunye neengcali ze-QA zisebenze ngeeseti zedatha eziyinyani ngaphandle kokuveza iPII. Izixhobo eziphucukileyo zinceda amaqela azibonelele ngeenkcukacha eziyimfuneko ezilinganisa iimeko zovavanyo lwehlabathi lokwenyani ngaphandle kwemiba yokuthotyelwa. Oku kunceda imibutho iphucule ukusebenza kakuhle kophuhliso lwesoftware kunye nomgangatho wesoftware.
Iimeko zokwenyani:
- Isoftware kaSyntho yenze idatha yovavanyo engaziwa egcina amaxabiso eenkcukacha-manani zedata yokwenyani, eyenza abaphuhlisi bazame iimeko ezahlukeneyo ngesantya esikhulu.
- Ugcino lweBigQuery lukaGoogle lubonelela ngeseti yedatha yokufihla amagama ukunceda imibutho yabelane ngedatha nababoneleli ngaphandle kokwaphula imigaqo yabucala.
Uphando lwezonyango
Abaphandi bezonyango, ngakumbi kwishishini lamayeza, bangazichazi amagama abo ukuze bagcine ubumfihlo bezifundo zabo. Abaphandi banokuhlalutya iintsingiselo, i-demographics yesigulane, kunye neziphumo zonyango, igalelo kwinkqubela phambili yezonyango ngaphandle kokubeka umngcipheko wemfihlo yesigulane.
Iimeko zokwenyani:
- IZiko lezoNyango i-Erasmus lisebenzisa izixhobo ze-Syntho ze-AI-generation ukuvelisa nokwabelana ngeeseti zedatha ezikumgangatho ophezulu zophando lwezonyango.
Ukuthintela ubuqhetseba
Ekuthinteleni ubuqhetseba, izixhobo zokungaziwa zivumela uhlalutyo olukhuselekileyo lwedatha yokuthengiselana, ukuchonga iipatheni ezinobungozi. Izixhobo zokungachongi zikwavumela ukuqeqesha isoftware ye-AI kwidatha yokwenyani ukuphucula ubuqhetseba kunye nokufumanisa umngcipheko.
Iimeko zokwenyani:
- I-Brighterion iqeqeshwe kwidatha yetransekshini ye-Mastercard engaziwa mntu ukutyebisa imodeli yayo ye-AI, ukuphucula amazinga okubona ubuqhetseba ngelixa kuncitshiswa izinto ezibubuxoki.
Intengiso yabathengi
Ubuchule bokungaziwa kwedatha bunceda ukuvavanya ukhetho lwabathengi. Imibutho yabelana ngeeseti zedatha yokuziphatha engachongwayo kunye namaqabane abo oshishino ukucokisa amaqhinga okuthengisa ekujoliswe kuwo kunye nokwenza amava omsebenzisi alungele wena.
Iimeko zokwenyani:
- Iqonga ledatha le-Syntho lokungaziwa lichaze ngokuchanekileyo i-churn yabathengi kusetyenziswa idatha yokwenziwa iveliswe kwidathasethi yabathengi abangaphezu kwe-56,000 abaneekholamu ze-128.
Upapasho lwedatha yoluntu
Ii-arhente kunye namaqumrhu karhulumente asebenzisa ukungaziwa kwedatha ukwabelana kunye nokusebenza ngolwazi loluntu ngokungafihlisiyo kumaphulo ohlukeneyo oluntu. Ziquka uqikelelo lolwaphulo-mthetho olusekwe kwidatha esuka kwinethiwekhi yoluntu kunye neerekhodi zolwaphulo-mthetho, ucwangciso lwedolophu olusekelwe kumanani abantu kunye neendlela zothutho lukawonke-wonke, okanye iimfuno zokhathalelo lwempilo kwimimandla yonke ngokusekelwe kwiipateni zezifo.
Iimeko zokwenyani:
- IYunivesithi yase-Indiana yasebenzisa idatha ye-smartphone engaziwa malunga ne-10,000 yamapolisa kuzo zonke izixeko ezingama-21 zase-US ukuveza ukungangqinelani kwamapolisa ebumelwaneni ngokusekelwe kwizinto zentlalo nezoqoqosho.
Le yimizekelo nje embalwa esiyikhethayo. I isoftware yokufihla amagama isetyenziswa kuwo onke amashishini njengendlela yokwenza uninzi lwedatha ekhoyo.
Khetha ezona zixhobo zedatha zingaziwa
Zonke iinkampani zisebenzisa isoftware yokufihla amagama edatha ukuthobela imigaqo yabucala. Xa kuhluthwa ulwazi lomntu siqu, iiseti zedatha zingasetyenziswa kwaye kwabelwane ngazo ngaphandle kwemingcipheko yezohlwayo okanye iinkqubo ze-bureaucratic.
Iindlela zakudala zokufihla amagama ezinje ngokutshintshisa ngedatha, ukufihla, kunye nohlengahlengiso azikhuselekanga ngokwaneleyo. Ukungachongi idatha ihlala iyinto enokwenzeka, eyenza ukuba ingahambelani okanye ibe yingozi. Ukongeza, i-past-gen isoftware ye-anonymizer ihlala ithoba umgangatho wedatha, ngakumbi kwi iiseti zedatha ezinkulu. Imibutho ayinakuthembela kwidatha enjalo kuhlalutyo oluphambili.
Kuya kufuneka ukhethe i eyona datha ingaziwa isoftware. Amashishini amaninzi akhetha iqonga le-Syntho lokuchongwa kwe-PII yodidi oluphezulu, imaski, kunye nezakhono zokwenziwa kwedatha.
Ngaba unomdla wokufunda ngakumbi? Zive ukhululekile ukuba uphonononge amaxwebhu imveliso yethu okanye qhagamshelana nathi ukuze wenze umboniso.
Malunga nombhali
Ulawulo loPhuhliso lweShishini
Uliana Krainska, iSigqeba soPhuhliso lwezoShishino kwi-Syntho, enamava ngamazwe ngamazwe ekuphuhlisweni kwesoftware kunye neshishini le-SaaS, ubambe i-degree ye-master degree kwi-Digital Business kunye ne-Innovation, evela e-VU Amsterdam.
Kule minyaka mihlanu idlulileyo, u-Uliana ubonise ukuzibophelela okuzinzileyo ekuhloleni amandla e-AI kunye nokubonelela ngokucebisana kweshishini lobuchule bokuphunyezwa kweprojekthi ye-AI.
Gcina isikhokelo sakho sedatha yokwenziwa ngoku!
- Yintoni idatha yokwenziwa?
- Kutheni imibutho iyisebenzisa?
- Ixabiso lokudibanisa iimeko zabathengi bedatha yokwenziwa
- Uqala njani
