Synthetic Data Use Case
Synthetic Data for Analytics
Ua kom koj cov ntaub ntawv muaj zog nrog kev nkag tau yooj yim thiab nrawm rau cov ntaub ntawv zoo li AI-tsim cov ntaub ntawv hluavtaws
Taw qhia rau kev ntsuas
Peb nyob hauv nruab nrab ntawm cov ntaub ntawv hloov pauv thiab cov kev daws teeb meem los ntawm cov ntaub ntawv (xws li los ntawm dashboards [BI] mus rau qib siab analytics [AI & ML]) tab tom yuav hloov peb lub ntiaj teb tag nrho. Txawm li cas los xij, cov kev daws teeb meem ntawm cov ntaub ntawv no tsuas yog zoo li cov ntaub ntawv uas lawv tuaj yeem siv tau. Qhov no feem ntau nyuaj thaum cov ntaub ntawv xav tau yog kev ceev ntiag tug.
Yog li, lub hauv paus muaj zog cov ntaub ntawv nrog kev yooj yim thiab ceev nkag mus rau cov ntaub ntawv siv tau, cuam tshuam thiab xav tau yog qhov tseem ceeb los tsim cov ntaub ntawv-tsav cov kev daws teeb meem (xws li dashboards [BI] thiab cov tshuaj ntsuam xyuas qib siab [AI & ML]). Txawm li cas los xij, rau ntau lub koom haum, nws nyuaj thiab siv sij hawm siv cov ntaub ntawv cuam tshuam.
Kev sib tw Analytics
Rau ntau lub koom haum, nws yog qhov nyuaj thiab siv sijhawm los nkag mus rau cov ntaub ntawv cuam tshuam, yuav tsum tau paub txog cov ntaub ntawv uas tau tsav-kev tsim kho tshiab.
- Yog tsis muaj (sijhawm nkag mus rau) cov ntaub ntawv, cov ntaub ntawv tsav tsheb tshiab thiab kev tshuaj xyuas tsis tuaj yeem ua tau
- Koj tsis nco cov ntaub ntawv tseem ceeb-lub cib fim thiab lub zog vim yog "xauv" cov ntaub ntawv
- Cov ntaub ntawv yog qhov tseem ceeb kom ntse dua qhov kev sib tw
Kev nkag mus rau cov ntaub ntawv yuav siv sij hawm ntau xyoo
- Cov kev cai ntiag tug xws li GDPR nruj thiab txwv tsis pub nkag mus rau cov ntaub ntawv
- Koj yuav raug ntsib nrog ntau cov bureaucracy thiab cov ntaub ntawv, ua rau muaj kev vam khom thiab "legacy-by-design"
- Nyiaj siv ua haujlwm zoo li cov txheej txheem sab hauv, kev ntsuas kev pheej hmoo, kev thov nkag mus rau cov ntaub ntawv yog siv sijhawm
Anonymization tsis ua haujlwm
- Anonymization rhuav tshem koj cov ntaub ntawv, ua rau nws tsis haum rau kev tshuaj ntsuam (khoom khib nyiab hauv = khib nyiab tawm)
- Anonymization tsis ua rau cov ntaub ntawv tsis qhia npe. Kev pheej hmoo tsis pub lwm tus paub yuav muaj ib txwm muaj
- Classic anonymization cov tswv yim tsis tuaj yeem ntsuas tau, vim tias lawv ua haujlwm sib txawv ntawm ib dataset thiab ib hom ntaub ntawv
Peb cov kev daws teeb meem: AI-tsim cov ntaub ntawv hluavtaws
Artificially Generated
Cov ntaub ntawv hluavtaws yog tsim los ntawm kev siv algorithms thiab cov txheej txheem txheeb cais
Mimics Cov ntaub ntawv tiag
Synthetic cov ntaub ntawv replicates cov yam ntxwv statistical thiab cov qauv ntawm cov ntaub ntawv tiag tiag
Tsis pub twg paub-los-tsim
Synthetically generated cov ntaub ntawv muaj tag nrho cov tshiab thiab dag datapoints uas tsis muaj ib tug-rau-ib kev sib raug zoo rau cov ntaub ntawv tiag
Dab tsi ua rau Syntho txoj kev sib txawv?
Ntsuas cov ntaub ntawv hluavtaws tsim los ntawm qhov raug, tsis pub leej twg paub, thiab ceev
Syntho cov ntaub ntawv pov thawj zoo ntsuas tau tsim cov ntaub ntawv hluavtaws thiab ua kom pom qhov tseeb, kev ceev ntiag tug, thiab ceev ntawm cov ntaub ntawv hluavtaws piv rau cov ntaub ntawv qub.
Peb cov ntaub ntawv hluavtaws raug soj ntsuam thiab pom zoo los ntawm cov kws tshaj lij cov ntaub ntawv ntawm SAS
Synthetic cov ntaub ntawv tsim los ntawm Syntho yog soj ntsuam, validated thiab pom zoo los ntawm ib tug sab nraud thiab lub hom phiaj taw tes ntawm view los ntawm cov ntaub ntawv kws txawj ntawm SAS.
Synthesize lub sij hawm-series cov ntaub ntawv raug nrog Syntho
Sijhawm series cov ntaub ntawv yog ib hom ntaub ntawv uas tshwm sim los ntawm ib ntu ntawm cov xwm txheej, kev soj ntsuam thiab / lossis kev ntsuas tau sau thiab txiav txim nrog lub sijhawm hnub, feem ntau sawv cev rau cov kev hloov pauv hauv lub sijhawm, thiab tau txais kev txhawb los ntawm Syntho.
Koj puas muaj lus nug?
Tham nrog peb tus kws tshaj lij
Vim li cas cov koom haum siv AI Generated Synthetic Data for Analytics?
Xauv (sensitive) cov ntaub ntawv
- Cov ntaub ntawv hluavtaws raug zam los ntawm cov cai ntiag tug, xws li GDPR
- Xauv cov ntaub ntawv tus kheej thiab muaj kev nkag tau mus rau cov ntaub ntawv ntau uas yav tas los txwv (piv txwv li vim yog kev ceev ntiag tug)
Raws li-zoo-raws li-cov ntaub ntawv tiag
- Ib qho AI generated hluavtaws cov ntaub ntawv ntxaib yog statistically zoo tib yam nyob rau hauv kev sib piv rau cov thawj cov ntaub ntawv
- Siv AI tsim cov ntaub ntawv hluavtaws xws li-yog tias nws yog cov ntaub ntawv qub
Yooj yim, ceev thiab scalable
- Bypass internal bureaucracy, cov txheej txheem, kev soj ntsuam kev pheej hmoo, cov ntaub ntawv thov nkag thiab siv sijhawm zoo sib xws
- Scalable tov uas ua hauj lwm ib yam rau txhua dataset thiab rau txhua datatype
Case kev tshawb fawb
Tus nqi
Ua kom koj cov ntaub ntawv muaj zog nrog kev nkag tau yooj yim thiab nrawm rau cov ntaub ntawv zoo li AI-tsim cov ntaub ntawv hluavtaws
- Ua kom ntse dua (thiab tseem tuav) kev sib tw
- Leverage tshiab thiab ntau txoj hauv kev tshiab
- Xauv cov ntaub ntawv, thiab yog li kev nkag siab tseem ceeb
- Txo cov nyiaj siv ua haujlwm thiab bureaucracy
- Ua kom tiav cov ntaub ntawv-tsav innovation
- Txhim kho koj cov ntaub ntawv-txheej txheem thiab kev siv cov ntaub ntawv tshiab
Txuag koj cov ntaub ntawv qhia txog hluavtaws tam sim no!
- Cov ntaub ntawv hluavtaws yog dab tsi?
- Vim li cas cov koom haum siv nws?
- Tus nqi ntxiv cov ntaub ntawv hluavtaws cov neeg siv khoom
- Yuav pib li cas