Ib qho kev sib tsoo cov ntaub ntawv hluavtaws

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hu rau peb

Introduction

Cov ntaub ntawv hluavtaws yog dab tsi?

Cov lus teb yog qhov yooj yim. Thaum cov ntaub ntawv qub raug sau rau hauv tag nrho koj cov kev cuam tshuam nrog cov neeg tiag tiag (xws li cov neeg siv khoom, cov neeg mob, cov neeg ua haujlwm thiab lwm yam) thiab los ntawm tag nrho koj cov txheej txheem sab hauv, cov ntaub ntawv hluavtaws yog tsim los ntawm lub computer algorithm. Lub computer algorithm no generates tag nrho cov tshiab thiab dag datapoints.

daws cov teeb meem kev ceev ntiag tug ntawm cov ntaub ntawv

Synthetically generated cov ntaub ntawv muaj tag nrho cov tshiab thiab dag datapoints uas tsis muaj ib tug-rau-ib tug kev sib raug zoo rau thawj cov ntaub ntawv. Yog li ntawd, tsis muaj ib qho ntawm cov ntsiab lus hluavtaws tuaj yeem taug qab los yog thim rov qab rau cov ntaub ntawv qub. Yog li ntawd, cov ntaub ntawv hluavtaws raug zam los ntawm cov kev cai ntiag tug, xws li GDPR thiab ua haujlwm los daws cov teeb meem thiab kov yeej cov ntaub ntawv-kev sib tw.

Augment thiab simulate

Lub generative nam ntawm hluavtaws cov ntaub ntawv tiam tso cai rau augment thiab simulate tag nrho cov ntaub ntawv tshiab. Qhov no ua haujlwm raws li kev daws teeb meem thaum koj tsis muaj cov ntaub ntawv txaus (cov ntaub ntawv tsis txaus), xav nce-cov qauv ntug-cov ntaub ntawv lossis thaum koj tsis muaj cov ntaub ntawv tseem.

Ntawm no, qhov ua kom pom tseeb ntawm Syntho yog cov ntaub ntawv teeb tsa (cov ntaub ntawv tau teeb tsa hauv cov kab lus uas muaj kab thiab kab, zoo li koj pom hauv daim ntawv Excel), tab sis peb ib txwm nyiam qhia txog lub tswv yim ntawm cov ntaub ntawv hluavtaws ntawm cov duab, vim tias nws zoo dua.

Hom ntaub ntawv hluavtaws

Peb hom ntaub ntawv hluavtaws muaj nyob hauv cov ntaub ntawv hluavtaws. Cov 3 hom ntaub ntawv hluavtaws yog: cov ntaub ntawv dummy, raws li txoj cai tsim cov ntaub ntawv hluavtaws thiab cov ntaub ntawv hluavtaws tsim los ntawm kev txawj ntse (AI). Peb piav qhia luv luv tias 3 yam sib txawv ntawm cov ntaub ntawv hluavtaws yog dab tsi.

Dummy data/mock data

Dummy cov ntaub ntawv yog randomly generated cov ntaub ntawv (xws li los ntawm ib tug mock data generator).

Yog li ntawd, cov yam ntxwv, kev sib raug zoo thiab cov qauv kev txheeb cais uas nyob rau hauv cov ntaub ntawv qub tsis tau khaws cia, ntes thiab rov tsim dua hauv cov ntaub ntawv tsim tawm dummy. Li no, tus neeg sawv cev ntawm dummy cov ntaub ntawv / cov ntaub ntawv thuam yog qhov tsawg heev hauv kev sib piv rau cov ntaub ntawv qub.

• Thaum siv nws: hloov cov cim qhia ncaj qha (PII) lossis thaum koj tsis muaj cov ntaub ntawv (tsis tau) thiab tsis xav siv sijhawm thiab lub zog ntawm kev txhais cov cai.

Txoj cai-raws li tsim cov ntaub ntawv hluavtaws

Txoj cai-raws li tsim cov ntaub ntawv hluavtaws yog cov ntaub ntawv hluavtaws tsim los ntawm cov txheej txheem ua ntej. Piv txwv ntawm cov cai uas tau teev tseg ua ntej tuaj yeem yog tias koj xav kom muaj cov ntaub ntawv hluavtaws nrog tus nqi tsawg kawg nkaus, tus nqi siab tshaj lossis tus nqi nruab nrab. Ib yam ntawm cov yam ntxwv, kev sib raug zoo thiab cov qauv kev txheeb cais, uas koj xav kom rov tsim dua nyob rau hauv txoj cai-raws li tsim cov ntaub ntawv hluavtaws, yuav tsum tau txhais ua ntej.

Yog li ntawd, cov ntaub ntawv zoo yuav zoo li cov txheej txheem ua ntej tau teev tseg. Qhov no ua rau muaj kev sib tw thaum cov ntaub ntawv zoo yog qhov tseem ceeb. Ua ntej, ib tus tuaj yeem txhais tau tsuas yog cov txheej txheem txwv kom raug ntes hauv cov ntaub ntawv hluavtaws. Tsis tas li ntawd, kev teeb tsa ntau txoj cai yuav ua rau muaj kev sib tshooj thiab tsis sib haum xeeb. Ntxiv mus, koj yuav tsis muaj tag nrho cov cai uas cuam tshuam. Tsis tas li ntawd, tej zaum yuav muaj cov cai uas koj tseem tsis tau paub txog. Thiab thaum kawg (thiab tsis txhob hnov ​​​​qab), qhov no yuav coj koj ntau lub sijhawm thiab lub zog ua rau muaj kev daws teeb meem tsis zoo.

• Thaum siv nws: thaum koj tsis muaj ntaub ntawv (tsis tau)

Cov ntaub ntawv hluavtaws tsim los ntawm kev txawj ntse (AI)

Raws li koj xav tau los ntawm lub npe, cov ntaub ntawv hluavtaws tsim los ntawm kev txawj ntse (AI) yog cov ntaub ntawv hluavtaws tsim los ntawm kev txawj ntse (AI) algorithm. Tus qauv AI tau txais kev cob qhia ntawm cov ntaub ntawv qub los kawm txhua tus yam ntxwv, kev sib raug zoo thiab cov qauv kev txheeb cais. Tom qab ntawd, AI algorithm no tuaj yeem tsim cov ntaub ntawv tshiab tag nrho thiab ua qauv rau cov ntaub ntawv tshiab hauv txoj hauv kev uas nws rov tsim cov yam ntxwv, kev sib raug zoo thiab cov qauv kev txheeb cais los ntawm cov ntaub ntawv qub. Qhov no yog qhov peb hu ua cov ntaub ntawv hluavtaws ntxaib.

Tus qauv AI mimics thawj cov ntaub ntawv los tsim cov ntaub ntawv hluavtaws ntxaib uas tuaj yeem siv tau zoo li-yog tias nws yog cov ntaub ntawv qub. Qhov no qhib ntau qhov xwm txheej uas AI tsim cov ntaub ntawv hluavtaws tuaj yeem siv los ua lwm txoj hauv kev siv cov ntaub ntawv qub (sensitive), xws li kev siv AI tsim cov ntaub ntawv hluavtaws ua cov ntaub ntawv xeem, cov ntaub ntawv demo lossis rau kev tshuaj xyuas.

Nyob rau hauv kev sib piv rau txoj cai-raws li tsim cov ntaub ntawv hluavtaws: es tsis txhob koj kawm thiab txhais cov cai muaj feem xyuam, AI algorithm ua qhov no rau koj. Ntawm no, tsis tsuas yog cov yam ntxwv, kev sib raug zoo thiab cov qauv kev txheeb cais uas koj paub txog yuav raug them, thiab cov yam ntxwv, kev sib raug zoo thiab cov qauv kev txheeb cais uas koj tsis paub txog yuav raug them.

• Thaum siv nws: thaum koj muaj (qee yam) cov ntaub ntawv raws li cov tswv yim rau mimic los yog siv los ua qhov pib rau cov ntaub ntawv ntse tsim thiab augmentation nta

Dab tsi ntawm cov ntaub ntawv hluavtaws siv?

Nyob ntawm koj cov ntaub ntawv siv, kev sib xyaw ua ke ntawm cov ntaub ntawv dummy / cov ntaub ntawv thuam, cov ntaub ntawv raws li txoj cai tsim los yog cov ntaub ntawv hluavtaws tsim los ntawm kev txawj ntse (AI) raug qhia. Cov txheej txheem no muab rau koj nrog thawj qhov qhia txog yam ntawm cov ntaub ntawv hluavtaws siv. Raws li Syntho txhawb nqa txhua tus ntawm lawv, xav tiv tauj peb cov kws tshaj lij kom nkag siab koj cov ntaub ntawv siv nrog peb.