Phau ntawv rau Synthetic Data Generation: Definition, Types, & Applications
Nws tsis pub leejtwg paub tias kev lag luam ntsib teeb meem hauv kev tau txais thiab sib qhia cov ntaub ntawv zoo. Synthetic cov ntaub ntawv tsim yog ib qho kev daws teeb meem uas pab tsim cov ntaub ntawv loj loj thiab cov ntaub ntawv xeem zoo yam tsis muaj kev pheej hmoo ntiag tug lossis daim kab xev liab.
Synthetic datasets tuaj yeem tsim siv ntau txoj hauv kev, muab ntau yam kev siv. Thaum ntsuas tau zoo, cov ntaub ntawv hluavtaws tsim los siv cov txheej txheem siab tshaj plaws pab cov koom haum ua kom lawv cov kev tshuaj xyuas, kev tshawb fawb, thiab kev sim. Yog li cia peb saib ze dua.
Kab lus no qhia koj txog cov ntaub ntawv hluavtaws, suav nrog hom tseem ceeb, qhov sib txawv ntawm cov ntaub ntawv tsis qhia npe, thiab kev tswj hwm nuances. Koj yuav kawm paub yuav ua li cas cov ntaub ntawv tsim tawm los daws teeb meem cov ntaub ntawv tseem ceeb thiab txo qee qhov kev pheej hmoo. Peb tseem yuav tham txog nws cov ntawv thov thoob plaws kev lag luam, nrog rau cov piv txwv los ntawm peb cov ntaub ntawv tshawb fawb.
Table of Contents
Synthetic ntaub ntawv: txhais thiab kev lag luam txheeb cais
Cov ntaub ntawv hluavtaws yog cov ntaub ntawv tsim tawm uas tsis muaj cov ntsiab lus tsis pub lwm tus paub, thiab nws ua lwm txoj hauv kev rau cov ntaub ntawv tiag tiag. Cov ntaub ntawv tshawb fawb feem ntau hu AI-tsim cov ntaub ntawv hluavtaws ib tug hluavtaws cov ntaub ntawv ntxaib vim hais tias ntawm nws siab statistical raug nyob rau hauv mimicking tiag tiag cov ntaub ntawv.
Artificial datasets yog tsim los ntawm kev txawj ntse txawj ntse (AI) algorithms thiab simulations uas tswj cov qauv thiab kev sib raug zoo ntawm cov ntaub ntawv qub. Cov ntaub ntawv no tuaj yeem suav nrog cov ntawv, rooj, thiab duab. Cov algorithms hloov cov ntaub ntawv txheeb xyuas tus kheej (PII) nrog thuam cov ntaub ntawv.
Grand View Kev tshawb fawb kwv yees tias ua lag luam rau Cov ntaub ntawv hluavtaws tsim nrog Generative AI yuav loj hlob los ntawm $ 1.63 nphom hauv 2022 mus txog $ 13.5 nphom los ntawm 2030 ntawm CAGR ntawm 35%. Raws li Gartner, 60% ntawm cov ntaub ntawv siv rau AI hauv 2024 yuav yog hluavtaws - uas yog 60 npaug tshaj li xyoo 2021.
Synthetic cov ntaub ntawv platforms tau nce, ib yam nkaus. Market Statesville xav tau lub ntiaj teb hluavtaws cov ntaub ntawv platform lag luam kom loj hlob los ntawm $ 218 lab hauv 2022 txog $ 3.7 billion los ntawm 2033.
Vim li cas cov ntaub ntawv cuav ntawm qhov nce? Ib qho kev tsav tsheb yog kev ywj pheej los ntawm kev tswj xyuas.
Puas yog txoj cai ntiag tug tswj hwm AI-tsim cov ntaub ntawv hluavtaws?
Muaj ntau US thiab EU cov ntaub ntawv kev ruaj ntseg thiab kev ceev ntiag tug cov kev cai siv rau cov ntaub ntawv tus kheej uas txheeb xyuas tau.
Tab sis cov kev cai no tsis siv rau cov ntaub ntawv hluavtaws - cov ntaub ntawv hluavtaws raug kho zoo ib yam li cov ntaub ntawv tsis qhia npe. Lawv tsim lub npe hu ua "core" ntawm lwm cov kev cai lij choj.
Piv txwv li, Recital 26 ntawm GDPR hais tias txoj cai tiv thaiv kev ceev ntiag tug tsuas yog siv rau cov ntaub ntawv uas cuam tshuam rau tus neeg uas txheeb xyuas tau. Yog tias koj cov ntaub ntawv hluavtaws tsim tawm xws li nws tsis tuaj yeem taug qab rov qab rau cov neeg uas txheeb xyuas tau, nws raug zam los ntawm kev saib xyuas. Kev tswj xyuas ib sab, muaj lwm yam teeb meem rau kev siv cov ntaub ntawv tiag tiag uas tsav cov lag luam los tsim cov ntaub ntawv hluavtaws.
Cov teeb meem tseem ceeb ntawm kev siv cov ntaub ntawv tiag
Ntau lub tuam txhab muaj lub sijhawm nyuaj nrhiav thiab siv cov ntaub ntawv muaj txiaj ntsig zoo, tshwj xeeb tshaj yog cov nyiaj txaus rau AI algorithm kev cob qhia. Txawm tias thaum lawv pom nws, sib qhia lossis siv cov ntaub ntawv tuaj yeem nyuaj vim muaj kev pheej hmoo tsis pub lwm tus paub thiab teeb meem kev sib raug zoo. Tshooj lus no qhia txog tus yuam sij nyuaj cov ntaub ntawv hluavtaws daws tau.
Tsis pub twg paub txaus ntshai cuam tshuam kev siv cov ntaub ntawv thiab sib qhia
Cov ntaub ntawv kev ruaj ntseg thiab kev ceev ntiag tug, xws li GDPR thiab HIPAA, qhia txog cov teeb meem ntawm kev sib koom thiab kev siv cov ntaub ntawv. Hauv kev lag luam xws li kev saib xyuas kev noj qab haus huv, txawm tias sib koom PII ntawm cov chaw haujlwm hauv tib lub koom haum tuaj yeem siv sijhawm ntev vim kev tswj xyuas kev tswj hwm. Kev sib koom cov ntaub ntawv nrog cov chaw sab nraud yog qhov nyuaj dua thiab muaj kev pheej hmoo ntau dua kev nyab xeeb.
Tshawb nrhiav los ntawm Hmoov zoo ua lag luam Insights txheeb xyuas qhov kev pheej hmoo tsis pub lwm tus paub yog qhov tseem ceeb rau kev siv cov ntaub ntawv hluavtaws. Koj khaws cov ntaub ntawv ntau dua, koj yuav muaj feem cuam tshuam txog kev ceev ntiag tug. Raws li 2023 IBM Kev Ruaj Ntseg Tus Nqi ntawm Daim Ntawv Qhia Txog Cov Ntaub Ntawv, qhov nruab nrab cov ntaub ntawv ua txhaum cai hauv Teb Chaws Asmeskas yog $ 9.48 lab. Thoob ntiaj teb, tus nqi nruab nrab yog $ 4.45 lab; cov tuam txhab uas muaj tsawg dua 500 tus neeg ua haujlwm poob $ 3.31 lab ib qho txhaum cai. Thiab qhov ntawd tsis suav rau kev puas tsuaj rau lub koob npe nrov.
Nyuaj nrhiav cov ntaub ntawv zoo
Ib daim ntawv soj ntsuam 2022 ntawm 500 cov kws tshaj lij cov ntaub ntawv tau tshaj tawm tias 77% ntawm cov kws tshaj lij, cov kws tshuaj ntsuam xyuas, thiab cov kws tshawb fawb cov ntaub ntawv ntsib teeb meem cov ntaub ntawv zoo. Raws li tsab ntawv ceeb toom, cov ntaub ntawv zoo cuam tshuam lub tuam txhab kev ua haujlwm nyiaj txiag thiab kev tsim khoom lag luam thiab ua kom tau txais kev pom zoo ntawm nws cov kev pabcuam tsis tshua muaj.
Cov tuam txhab yuav tsis muaj cov ntaub ntawv txaus los ntawm cov pej xeem tshwj xeeb los qhia lawv cov qauv kev kawm tshuab (ML) kom raug. Thiab cov ntaub ntawv feem ntau muaj qhov tsis sib xws, tsis raug, thiab tsis muaj qhov tseem ceeb. Yog tias koj cob qhia koj AI platforms nrog tshuab kev kawm ua qauv ntawm cov ntaub ntawv tsis zoo uas tsis muaj kev sib txawv ntawm cov pej xeem, nws yuav ua rau qhov tsis tseeb, tsis ncaj ncees lawm. Ib yam li ntawd, zoo li cov ntaub ntawv tsis qhia npe, cov algorithms tsis tuaj yeem tsim cov ntaub ntawv tsis muaj kev ntseeg siab uas cuam tshuam rau cov txiaj ntsig ntawm kev txheeb xyuas cov ntaub ntawv.
Upsampling nrog cov ntaub ntawv hluavtaws tuaj yeem txhim kho cov ntaub ntawv zoo los ntawm kev hais txog qhov tsis sib xws hauv cov ntaub ntawv. Qhov no ua kom cov chav kawm tsis muaj npe tau txais kev sawv cev ntau dua thiab txo qis kev tsis ncaj ncees. Cov ntaub ntawv muaj zog dua thiab cov neeg sawv cev tau txais txiaj ntsig zoo dua kev soj ntsuam thiab kev qhia ua qauv.
Dataset incompatibilities
Cov ntaub ntawv los ntawm ntau lub hauv paus chiv keeb los yog nyob rau hauv ntau lub rooj databases tuaj yeem qhia txog qhov tsis sib xws, tsim kom muaj kev nyuaj hauv kev ua cov ntaub ntawv thiab kev tshuaj xyuas thiab cuam tshuam kev tsim kho tshiab.
Piv txwv li, cov ntaub ntawv sib sau ua ke hauv kev kho mob suav nrog cov ntaub ntawv kho mob hauv hluav taws xob (EHRs), cov khoom siv, cov khoom siv software, thiab cov cuab yeej thib peb. Txhua lub hauv paus tuaj yeem siv cov ntaub ntawv sib txawv thiab cov ntaub ntawv xov xwm, ua rau muaj qhov tsis sib xws hauv cov ntaub ntawv, cov qauv, lossis cov chav nyob thaum sib koom ua ke. Kev siv cov ntaub ntawv hluavtaws tuaj yeem daws qhov teebmeem no, ua kom muaj kev sib raug zoo thiab tso cai rau tsim cov ntaub ntawv nyob rau hauv lub siab xav.
Anonymization tsis txaus
Cov txheej txheem tsis qhia npe tsis txaus los kov yeej kev pheej hmoo tsis pub lwm tus paub lossis cov ntaub ntawv teeb meem zoo. Ntxiv mus, masking lossis tshem tawm cov cim tuaj yeem tshem tawm cov ntsiab lus uas xav tau rau kev txheeb xyuas qhov tob hauv cov ntaub ntawv loj.
Tsis tas li ntawd, cov ntaub ntawv tsis qhia npe tuaj yeem rov txheeb xyuas thiab rov qab mus rau tib neeg. Cov neeg ua phem tsis zoo tuaj yeem siv cov kev tshuaj ntsuam xyuas qib siab los nthuav tawm cov qauv raws sij hawm uas cuam tshuam qhov tsis qhia npe ntawm cov ntaub ntawv uas tsis pom zoo. Synthetic cov ntaub ntawv yog superior rau cov ntaub ntawv anonymized nyob rau hauv hais txog.
Tsis zoo li anonymization, cov ntaub ntawv hluavtaws tsis hloov cov ntaub ntawv uas twb muaj lawm tab sis tsim cov ntaub ntawv tshiab uas zoo li cov yam ntxwv thiab cov qauv ntawm cov cov ntaub ntawv raw, khaws cia nws cov khoom siv. Nws yog cov ntaub ntawv tshiab nkaus xwb uas tsis muaj cov ntaub ntawv txheeb xyuas tus kheej.
Tab sis nws yog ntau nuanced tshaj qhov ntawd. Muaj ob peb hom hluavtaws cov ntaub ntawv tiam txoj kev.
Hom kev tsim cov ntaub ntawv hluavtaws
Synthetic ntaub ntawv creation cov txheej txheem sib txawv raws li hom ntaub ntawv xav tau. Cov ntaub ntawv hluavtaws muaj xws li tag nrho AI-tsim, raws li txoj cai, thiab cov ntaub ntawv thuam - txhua lub rooj sib tham sib txawv.
Tag nrho AI-tsim cov ntaub ntawv hluavtaws
Hom ntawm no cov ntaub ntawv hluavtaws yog tsim los ntawm kos siv ML algorithms. Cov tshuab kev kawm qauv tsheb ciav hlau rau cov ntaub ntawv tiag kawm txog cov ntaub ntawv tus qauv, qauv, thiab kev sib raug zoo. Generative AI tom qab ntawd siv qhov kev paub no los tsim cov ntaub ntawv tshiab uas zoo ib yam li thawj cov ntaub ntawv txheeb cais (dua, thaum ua rau nws tsis paub meej).
Hom ntawm no tag nrho cov ntaub ntawv hluavtaws muaj txiaj ntsig zoo rau AI qauv kev cob qhia thiab yog qhov zoo txaus los siv raws li nws yog cov ntaub ntawv tiag. Nws yog qhov muaj txiaj ntsig tshwj xeeb thaum koj tsis tuaj yeem qhia koj cov ntaub ntawv vim muaj kev cog lus tsis pub lwm tus paub. Txawm li cas los xij, txhawm rau tsim cov ntaub ntawv hluavtaws, koj xav tau ib qho tseem ceeb ntawm cov ntaub ntawv qub uas yog qhov pib rau tshuab kev kawm qauv kev cob qhia.
Synthetic mock cov ntaub ntawv
Qhov no cov ntaub ntawv hluavtaws hom hais txog cov ntaub ntawv tsim tawm uas ua raws li cov qauv thiab cov qauv ntawm cov ntaub ntawv tiag tiag tab sis tsis tas yuav cuam tshuam cov ntaub ntawv tiag tiag. Nws pab cov neeg tsim khoom kom ntseeg tau tias lawv cov ntawv thov tuaj yeem tswj hwm ntau yam kev tawm tswv yim thiab cov xwm txheej yam tsis siv qhov tseeb, ntiag tug, lossis rhiab ntawv thiab, qhov tseem ceeb tshaj plaws, tsis muaj kev cia siab rau cov ntaub ntawv tiag tiag hauv ntiaj teb. Qhov kev coj ua no yog qhov tseem ceeb rau kev sim ua haujlwm thiab ua kom zoo dua cov ntawv thov software hauv kev tswj hwm thiab nyab xeeb.
Thaum siv nws: Txhawm rau hloov cov cim qhia ncaj qha (PII) lossis thaum koj tam sim no tsis muaj cov ntaub ntawv thiab nyiam tsis nqis peev sijhawm thiab lub zog hauv kev txhais cov cai. Cov neeg tsim khoom feem ntau ntiav cov ntaub ntawv tsis zoo los ntsuas qhov ua haujlwm thiab qhov tshwm sim ntawm cov ntawv thov thaum ntxov ntawm txoj kev loj hlob, tso cai rau lawv txheeb xyuas cov teeb meem uas muaj peev xwm lossis tsim teeb meem.
Txawm hais tias cov ntaub ntawv cuav tsis muaj qhov tseeb ntawm cov ntaub ntawv hauv ntiaj teb tiag tiag, nws tseem yog ib qho cuab yeej tseem ceeb rau kev ua kom lub cev ua haujlwm kom zoo thiab pom kev sawv cev ua ntej cov ntaub ntawv sib koom ua ke.
Nco tseg: Synthetic mocked cov ntaub ntawv feem ntau hu ua 'cov ntaub ntawv cuav,' Txawm hais tias peb tsis pom zoo kom siv cov ntsiab lus no sib hloov raws li lawv yuav txawv ntawm cov lus sib txawv.
Txoj cai raws li cov ntaub ntawv hluavtaws
Txoj cai raws li cov ntaub ntawv hluavtaws yog ib qho cuab yeej siv tau los tsim cov ntaub ntawv kho kom haum raws li cov cai tau teev tseg, txwv, thiab cov laj thawj. Txoj kev no muab kev yooj yim los ntawm kev tso cai rau cov neeg siv los teeb tsa cov ntaub ntawv tawm raws li kev xav tau ntawm kev lag luam tshwj xeeb, kho qhov tsis xws li yam tsawg kawg nkaus, qhov siab tshaj plaws, thiab qhov nruab nrab. Nyob rau hauv sib piv rau tag nrho AI-tsim cov ntaub ntawv, uas tsis muaj customization, raws li txoj cai raws li cov ntaub ntawv hluavtaws muaj ib tug tailored kev daws teeb meem kom tau raws li cov kev cai ntawm kev ua hauj lwm. Qhov no synthetic data generation process ua pov thawj tshwj xeeb muaj txiaj ntsig hauv kev sim, kev txhim kho, thiab kev tshuaj ntsuam xyuas, qhov tseeb thiab tswj cov ntaub ntawv tsim tawm yog qhov tseem ceeb.
Txhua txoj kev tsim cov ntaub ntawv hluavtaws muaj cov kev siv sib txawv. Syntho lub platform sawv tawm los ntawm kev tsim cov ntaub ntawv hluavtaws ntxaib nrog me ntsis kom tsis muaj kev siv zog ntawm koj li. Koj tau txais kev txheeb cais tseeb, cov ntaub ntawv zoo hluavtaws rau koj cov kev xav tau uas tsis ua raws li cov nyiaj siv ua haujlwm.
Tabular cov ntaub ntawv hluavtaws
lub sij hawm tabular cov ntaub ntawv hluavtaws hais txog tsim cov ntaub ntawv cuav subsets uas ua raws li cov qauv thiab kev txheeb xyuas cov khoom ntawm lub ntiaj teb tiag cov ntaub ntawv tab, xws li cov ntaub ntawv khaws cia hauv cov rooj lossis cov ntawv nthuav qhia. Qhov no cov ntaub ntawv hluavtaws yog tsim siv synthetic data generation algorithms thiab cov tswv yim tsim los rov ua cov yam ntxwv ntawm cov cov ntaub ntawv thaum paub tseeb tias tsis pub leej twg paub los yog rhiab ntawv tsis qhia tawm.
Cov txheej txheem los tsim tabular cov ntaub ntawv hluavtaws feem ntau koom nrog cov qauv kev txheeb cais, tshuab kev kawm ua qauv, los yog generative qauv xws li generative adversarial networks (GANs) thiab variational autoencoders (VAEs). Cov no hluavtaws cov ntaub ntawv tsim cov cuab yeej txheeb xyuas cov qauv, kev faib tawm, thiab kev sib raug zoo uas muaj nyob hauv tiag dataset thiab ces tsim tshiab cov ntsiab lus ntsiab lus uas zoo ib yam li cov ntaub ntawv tiag tab sis tsis muaj cov ntaub ntawv tiag tiag.
Hom tabular cov ntaub ntawv hluavtaws siv cov ntaub ntawv suav nrog kev hais txog kev txhawj xeeb txog kev ceev ntiag tug, nce cov ntaub ntawv muaj, thiab ua kom yooj yim rau kev tshawb fawb thiab kev tsim kho tshiab hauv cov ntaub ntawv siv cov ntaub ntawv. Txawm li cas los xij, nws yog ib qho tseem ceeb los xyuas kom meej tias cov cov ntaub ntawv hluavtaws raug ntes cov qauv hauv qab thiab kev faib tawm ntawm cov ntaub ntawv qub kom tswj tau cov ntaub ntawv siv thiab siv tau rau cov dej num hauv qab.
Cov ntaub ntawv siv hluavtaws nrov tshaj plaws
Artificially generated cov ntaub ntawv qhib kev tsim kho tshiab muaj peev xwm rau kev kho mob, khw muag khoom, kev tsim khoom, nyiaj txiag, thiab lwm yam lag luam. Qhov tseem ceeb siv cov mob muaj xws li cov ntaub ntawv upsampling, analytics, kuaj, thiab sib qhia.
Upsampling los txhim kho cov ntaub ntawv
Upsampling txhais tau tias tsim cov ntaub ntawv loj dua los ntawm cov me me rau kev ntsuas thiab sib txawv. Txoj kev no yog siv thaum cov ntaub ntawv tiag tiag tsis tshua muaj, tsis sib npaug, lossis tsis tiav.
Xav txog ob peb yam piv txwv. Rau cov tuam txhab nyiaj txiag, cov neeg tsim khoom tuaj yeem txhim kho qhov tseeb ntawm cov qauv kev dag ntxias los ntawm kev soj ntsuam tsis tshua pom thiab cov qauv kev ua haujlwm hauv cov ntaub ntawv nyiaj txiag. Ib yam li ntawd, lub koom haum kev lag luam tuaj yeem txhawb nqa cov ntaub ntawv ntsig txog cov pab pawg tsis muaj npe, txhim kho qhov raug segmentation.
Advanced analytics nrog AI-tsim cov ntaub ntawv
Cov tuam txhab lag luam tuaj yeem siv AI-tsim cov ntaub ntawv zoo tshaj plaws rau cov ntaub ntawv qauv, kev tshuaj xyuas kev lag luam, thiab kev tshawb fawb soj ntsuam. Synthesizing cov ntaub ntawv ua pov thawj los ua ib txoj hauv kev siv tau thaum tau txais cov ntaub ntawv tiag tiag yog kim dhau lossis siv sijhawm.
Cov ntaub ntawv hluavtaws txhawb cov kws tshawb fawb los ua qhov kev soj ntsuam tob tob yam tsis muaj kev cuam tshuam rau tus neeg mob tsis pub leej twg paub. Cov ntaub ntawv kws tshawb fawb thiab cov kws tshawb fawb tau nkag mus rau cov ntaub ntawv tus neeg mob, cov ntaub ntawv hais txog kev kho mob, thiab cov ntaub ntawv kho mob, tau txais kev nkag siab uas yuav siv sij hawm ntau dua nrog cov ntaub ntawv tiag. Tsis tas li ntawd, cov tuam txhab lag luam tuaj yeem faib cov ntaub ntawv pub dawb rau cov neeg siv khoom, suav nrog kev tswj hwm GPS thiab cov ntaub ntawv qhov chaw los tsim cov algorithms rau kev ntsuas kev ua tau zoo lossis txhim kho kev saib xyuas.
Txawm li cas los, kev ntsuam xyuas cov ntaub ntawv hluavtaws yog qhov tseem ceeb. Syntho Engine cov zis yog validated los ntawm ib pab pawg neeg muaj kev ruaj ntseg zoo thiab Cov kws tshaj lij sab nraud los ntawm SAS lub koom haum. Hauv kev kawm txog kev kwv yees ua qauv, peb tau kawm plaub tshuab kev kawm ua qauv ntawm cov ntaub ntawv tiag, tsis qhia npe, thiab cov ntaub ntawv hluavtaws. Cov txiaj ntsig tau pom tias cov qauv kev cob qhia ntawm peb cov ntaub ntawv hluavtaws muaj tib theem ntawm qhov raug raws li cov kev cob qhia ntawm cov ntaub ntawv tiag tiag, thaum cov ntaub ntawv tsis qhia npe txo cov qauv siv hluav taws xob.
Sab nraud thiab sab hauv sib koom cov ntaub ntawv
Cov ntaub ntawv hluavtaws ua kom yooj yim sib faib cov ntaub ntawv hauv thiab thoob plaws lub koom haum. Koj ua tau siv cov ntaub ntawv hluavtaws rau pauv cov ntaub ntawv yam tsis muaj kev pheej hmoo ua txhaum cai ntiag tug lossis kev tswj hwm tsis ua raws cai. Cov txiaj ntsig ntawm cov ntaub ntawv hluavtaws muaj xws li kev tshawb fawb tau nrawm dua thiab kev sib koom tes zoo dua.
Cov tuam txhab muag khoom tuaj yeem sib qhia kev nkag siab nrog cov neeg muag khoom lossis cov neeg xa khoom siv cov ntaub ntawv hluavtaws uas qhia txog tus neeg siv khoom tus cwj pwm, qib khoom muag, lossis lwm yam kev ntsuas tseem ceeb. Txawm li cas los xij, kom ntseeg tau tias qib siab tshaj plaws ntawm cov ntaub ntawv ntiag tug, cov ntaub ntawv rhiab rau cov neeg siv khoom, thiab cov neeg ua haujlwm zais cia yog khaws cia tsis pub lwm tus paub.
Syntho yeej 2023 Ntiaj Teb SAS Hackathon rau peb muaj peev xwm tsim thiab qhia araug cov ntaub ntawv hluavtaws ua tau zoo thiab tsis muaj kev pheej hmoo. Peb tau tsim cov ntaub ntawv tus neeg mob rau ntau lub tsev kho mob nrog cov neeg mob sib txawv los ua kom pom qhov ua tau zoo ntawm cov qauv kev kwv yees. Kev siv cov ntaub ntawv sib xyaw ua ke tau pom tias yog qhov tseeb raws li kev siv cov ntaub ntawv tiag.
Synthetic test data
Synthetic test data yog cov ntaub ntawv tsim tawm tsim los simulate kuaj cov ntaub ntawv ib puag ncig rau kev txhim kho software. Ntxiv nrog rau kev txo qis kev pheej hmoo tsis pub lwm tus paub, cov ntaub ntawv ntsuas hluavtaws ua rau cov neeg tsim khoom kom nruj soj ntsuam cov ntawv thov kev ua tau zoo, kev ruaj ntseg, thiab kev ua haujlwm thoob plaws ntau qhov xwm txheej yam tsis muaj kev cuam tshuam rau lub kaw lus tiag.
Peb koom tes nrog ib lub tsev txhab nyiaj loj tshaj plaws hauv Dutch Showcases cov ntaub ntawv hluavtaws muaj txiaj ntsig rau kev xeem software. Test cov ntaub ntawv tsim nrog Syntho Engine ua rau muaj cov ntaub ntawv zoo li cov ntaub ntawv uas tau pab lub txhab nyiaj kom ceev cov software txhim kho thiab kuaj kab mob, ua rau kom ceev thiab ruaj ntseg software tshaj tawm.
Cov txheej txheem los tsim tabular cov ntaub ntawv hluavtaws feem ntau koom nrog cov qauv kev txheeb cais, tshuab kev kawm ua qauv, los yog generative qauv xws li generative adversarial networks (GANs) thiab variational autoencoders (VAEs). Cov no hluavtaws cov ntaub ntawv tsim cov cuab yeej txheeb xyuas cov qauv, kev faib tawm, thiab kev sib raug zoo uas muaj nyob hauv tiag dataset thiab ces tsim tshiab cov ntsiab lus ntsiab lus uas zoo ib yam li cov ntaub ntawv tiag tab sis tsis muaj cov ntaub ntawv tiag tiag.
Hom tabular cov ntaub ntawv hluavtaws siv cov ntaub ntawv suav nrog kev hais txog kev txhawj xeeb txog kev ceev ntiag tug, nce cov ntaub ntawv muaj, thiab ua kom yooj yim rau kev tshawb fawb thiab kev tsim kho tshiab hauv cov ntaub ntawv siv cov ntaub ntawv. Txawm li cas los xij, nws yog ib qho tseem ceeb los xyuas kom meej tias cov cov ntaub ntawv hluavtaws raug ntes cov qauv hauv qab thiab kev faib tawm ntawm cov ntaub ntawv qub kom tswj tau cov ntaub ntawv siv thiab siv tau rau cov dej num hauv qab.
Syntho's synthetic data generation platform
Syntho muab cov khoom siv hluav taws xob tsim cov ntaub ntawv ntse, txhawb cov koom haum kom txawj ntse hloov cov ntaub ntawv rau hauv kev sib tw. Los ntawm muab tag nrho cov txheej txheem tsim cov ntaub ntawv hluavtaws rau hauv ib lub platform, Syntho muab cov kev daws teeb meem zoo rau cov koom haum uas xav siv cov ntaub ntawv uas suav nrog:
- AI-tsim cov ntaub ntawv hluavtaws uas ua raws li cov qauv kev txheeb cais ntawm cov ntaub ntawv qub hauv cov ntaub ntawv hluavtaws nrog lub zog ntawm kev txawj ntse.
- Smart de-identification los tiv thaiv rhiab ntawv los ntawm kev tshem tawm lossis hloov kho cov ntaub ntawv txheeb xyuas tus kheej (PII).
- Test data management uas enables lub tsim, txij nkawm, thiab tswj cov ntaub ntawv xeem tus neeg sawv cev rau qhov chaw tsis tsim khoom.
Peb cov platforms koom ua ke rau hauv ib puag ncig huab lossis hauv ib puag ncig. Tsis tas li ntawd, peb saib xyuas kev npaj thiab xa tawm. Peb pab neeg yuav cob qhia koj cov neeg ua haujlwm siv Syntho Cav zoo, thiab peb yuav muab kev txhawb nqa tom qab xa mus tas li.
Koj tuaj yeem nyeem ntxiv txog lub peev xwm ntawm Syntho's cov ntaub ntawv hluavtaws tiam platform hauv lub Solutions seem ntawm peb lub vev xaib.
Dab tsi yog yav tom ntej rau cov ntaub ntawv hluavtaws?
Synthetic cov ntaub ntawv tsim nrog generative AI pab tsim thiab sib qhia siab ntim ntawm cov ntaub ntawv tseem ceeb, bypassing format compatibility teeb meem, kev cai txwv, thiab kev pheej hmoo ntawm cov ntaub ntawv ua txhaum cai.
Tsis zoo li anonymization, tsim cov ntaub ntawv hluavtaws tso cai rau khaws cia kev sib raug zoo ntawm cov ntaub ntawv. Qhov no ua rau cov ntaub ntawv hluavtaws tsim nyog rau kev soj ntsuam siab, kev tshawb fawb thiab kev tsim kho, kev sib txawv, thiab kev sim.
Kev siv cov ntaub ntawv hluavtaws tsuas yog nthuav dav thoob plaws kev lag luam. Tuam txhab uas muag tau npaj rau tsim cov ntaub ntawv hluavtaws, ncua nws txoj kev mus rau cov duab nyuaj, suab, thiab cov ntsiab lus video. Cov tuam txhab yuav nthuav dav siv tshuab kev kawm ua qauv mus rau ntau tshaj simulations thiab daim ntawv sau npe.
Koj puas xav kawm ntxiv kev siv tswv yim ntawm cov ntaub ntawv hluavtaws? Xav tias dawb rau teem caij demo rau Peb lub website.
Txog Syntho
Syntho muab ib tug ntse cov ntaub ntawv hluavtaws tsim platform, kev sib tw ntau cov ntaub ntawv hluavtaws thiab tiam txheej txheem, txhawb cov koom haum kom txawj ntse hloov cov ntaub ntawv mus rau hauv kev sib tw. Peb cov AI-tsim cov ntaub ntawv hluavtaws ua piv txwv cov qauv ntawm cov ntaub ntawv qub, ua kom muaj tseeb, kev ceev ntiag tug, thiab nrawm, raws li kev soj ntsuam los ntawm cov kws tshaj lij sab nraud xws li SAS. Nrog cov ntse de-identification nta thiab daim ntawv qhia zoo ib yam, cov ntaub ntawv rhiab raug tiv thaiv thaum khaws cia kev ncaj ncees rau kev xa mus. Peb lub platform tso cai rau kev tsim, kev tswj hwm, thiab tswj cov ntaub ntawv xeem rau qhov chaw tsis tsim khoom, siv txoj cai raws li txoj cai. hluavtaws cov ntaub ntawv tiam txoj kev rau phiaj xwm xwm txheej. Tsis tas li ntawd, cov neeg siv tuaj yeem tsim cov ntaub ntawv hluavtaws programmatically thiab tau cov ntaub ntawv xeem tiag tiag los txhim kho kev sim thiab kev txhim kho cov xwm txheej tau yooj yim.
Hais txog qhov kev sau
Wim Kees Janssen
CEO & founder
Syntho, scale-up uas cuam tshuam cov ntaub ntawv kev lag luam nrog AI-tsim cov ntaub ntawv hluavtaws. Wim Kees tau ua pov thawj nrog Syntho tias nws tuaj yeem qhib cov ntaub ntawv ntiag tug-rhiab heev kom cov ntaub ntawv ntse dua thiab sai dua kom cov koom haum tuaj yeem paub cov ntaub ntawv-tsav tshiab. Raws li qhov tshwm sim, Wim Kees thiab Syntho yeej qhov khoom plig zoo tshaj plaws Philips Innovation Award, yeej SAS ntiaj teb hackathon hauv kev kho mob thiab kev tshawb fawb txog lub neej, thiab raug xaiv los ua tus thawj coj AI Scale-Up los ntawm NVIDIA.