FAQ
Cov lus nug nquag nug txog cov ntaub ntawv hluavtaws
Nkag siab! Hmoov zoo, peb muaj cov lus teb thiab peb nyob ntawm no los pab. Tshawb xyuas peb cov lus nug uas nquag nug.
Thov qhib ib lo lus nug hauv qab no thiab nyem qhov txuas mus nrhiav cov ntaub ntawv ntxiv. Puas muaj ib lo lus nug nyuaj uas tsis tau hais ntawm no? Nug peb cov kws tshaj lij ncaj qha!
Cov lus nug tshaj plaws
Cov ntaub ntawv hluavtaws yog hais txog cov ntaub ntawv uas yog tsim los ntawm cov khoom tsim tawm es tsis yog sau los ntawm qhov chaw tiag tiag. Feem ntau, thaum cov ntaub ntawv qub yog sau rau hauv tag nrho koj cov kev cuam tshuam nrog tib neeg (cov neeg siv khoom, cov neeg mob, thiab lwm yam) thiab ntawm tag nrho koj cov txheej txheem sab hauv, cov ntaub ntawv hluavtaws yog tsim los ntawm lub computer algorithm.
Cov ntaub ntawv hluavtaws kuj tuaj yeem siv los ntsuas thiab ntsuas cov qauv hauv ib puag ncig tswj, lossis tiv thaiv cov ntaub ntawv rhiab los ntawm kev tsim cov ntaub ntawv uas zoo ib yam li cov ntaub ntawv hauv ntiaj teb tiag tiag tab sis tsis muaj cov ntaub ntawv rhiab heev. Cov ntaub ntawv hluavtaws feem ntau yog siv los ua lwm txoj hauv kev rau cov ntaub ntawv tsis pub lwm tus paub thiab tuaj yeem siv los ua cov ntaub ntawv xeem, kev tshuaj xyuas lossis cob qhia kev kawm tshuab.
Kev lees paub tias cov ntaub ntawv hluavtaws tuav cov ntaub ntawv zoo ib yam li cov ntaub ntawv qub tuaj yeem nyuaj, thiab feem ntau nyob ntawm cov ntaub ntawv siv tshwj xeeb thiab cov txheej txheem siv los tsim cov ntaub ntawv hluavtaws. Qee txoj hauv kev tsim cov ntaub ntawv hluavtaws, xws li cov qauv tsim, tuaj yeem tsim cov ntaub ntawv uas zoo ib yam li cov ntaub ntawv qub. Lo lus nug tseem ceeb: yuav ua li cas qhia qhov no?
Muaj qee txoj hauv kev los xyuas kom meej qhov zoo ntawm cov ntaub ntawv hluavtaws:
- Cov ntaub ntawv zoo metrics ntawm peb cov ntaub ntawv qhia zoo: Ib txoj hauv kev los xyuas kom meej tias cov ntaub ntawv hluavtaws tuav cov ntaub ntawv zoo tib yam li cov ntaub ntawv qub yog siv cov ntaub ntawv zoo ntsuas los sib piv cov ntaub ntawv hluavtaws rau cov ntaub ntawv qub. Cov kev ntsuas no tuaj yeem siv los ntsuas cov khoom xws li qhov sib xws, qhov tseeb, thiab ua tiav ntawm cov ntaub ntawv. Syntho software suav nrog cov ntaub ntawv zoo tshaj plaws nrog ntau cov ntaub ntawv zoo ntsuas.
- Kev ntsuam xyuas sab nraud: txij li cov ntaub ntawv zoo ntawm cov ntaub ntawv hluavtaws sib piv rau cov ntaub ntawv qub yog qhov tseem ceeb, peb tsis ntev los no tau ua qhov kev ntsuam xyuas nrog cov kws tshaj lij cov ntaub ntawv ntawm SAS (tus thawj coj hauv kev lag luam hauv kev tshuaj ntsuam) los ua kom pom cov ntaub ntawv zoo ntawm cov ntaub ntawv hluavtaws los ntawm Syntho hauv kev sib piv rau cov ntaub ntawv tiag. Edwin van Unen, kws tshuaj ntsuam xyuas los ntawm SAS, tau soj ntsuam cov khoom siv hluavtaws los ntawm Syntho los ntawm ntau yam kev tshuaj ntsuam xyuas (AI) thiab sib qhia cov txiaj ntsig. Saib ib daim ntawv luv luv ntawm qhov video no.
- Kev ntsuas thiab ntsuas los ntawm koj tus kheej: Cov ntaub ntawv hluavtaws tuaj yeem kuaj thiab ntsuas los ntawm kev muab piv rau cov ntaub ntawv hauv ntiaj teb tiag tiag lossis los ntawm kev siv nws los cob qhia cov qauv kev kawm thiab sib piv lawv cov kev ua tau zoo rau cov qauv uas tau kawm hauv cov ntaub ntawv tiag tiag. Vim li cas ho tsis sim cov ntaub ntawv zoo ntawm cov ntaub ntawv hluavtaws los ntawm koj tus kheej? Nug peb cov kws tshaj lij txog qhov muaj peev xwm ntawm qhov no ntawm no.
Nws yog ib qho tseem ceeb uas yuav tsum nco ntsoov tias cov ntaub ntawv hluavtaws yeej tsis tuaj yeem lav tias yog 100% zoo ib yam li cov ntaub ntawv qub, tab sis nws tuaj yeem raug kaw kom muaj txiaj ntsig zoo rau cov ntaub ntawv siv tshwj xeeb. Cov ntaub ntawv siv tshwj xeeb no tuaj yeem ua tau zoo heev analytics lossis kev cob qhia tshuab kev kawm qauv.
Classic 'anonymization' tsis yog ib qho kev daws teeb meem zoo tshaj plaws, vim tias:
- Kev pheej hmoo ntiag tug – koj yeej yuav muaj
kev pheej hmoo tsis pub lwm tus paub. Siv cov ntawd
classic cov txheej txheem tsis qhia npe
ua rau nws tsuas nyuaj, tab sis tsis
tsis tuaj yeem txheeb xyuas cov neeg. - Kev rhuav tshem cov ntaub ntawv - qhov ntau koj
anonymize, qhov zoo dua koj tiv thaiv
koj tus kheej, tab sis ntau koj
rhuav tshem koj cov ntaub ntawv. Qhov no tsis yog dab tsi
koj xav rau analytics, vim
rhuav tshem cov ntaub ntawv yuav ua rau phem
kev pom. - Siv sijhawm ua haujlwm - nws yog ib qho kev daws teeb meem
uas yuav siv sij hawm ntau, vim
cov txheej txheem ua haujlwm txawv
rau dataset thiab ib datatype.
Synthetic ntaub ntawv aims los daws tag nrho cov shortcomings. Qhov txawv yog txawv heev uas peb tau ua video txog nws. Saib nws nyob ntawm no.
Cov Lus Nug
Cov ntaub ntawv hluavtaws
Feem ntau, peb cov neeg siv khoom feem ntau siv cov ntaub ntawv hluavtaws rau:
- Software xeem & txhim kho
- Synthetic ntaub ntawv rau analytics, qauv tsim thiab advanced analytics (AI & ML)
- Khoom muag khoom muag
Cov ntaub ntawv hluavtaws ntxaib yog ib qho algorithm-tsim replica ntawm cov ntaub ntawv tiag tiag hauv ntiaj teb thiab / lossis cov ntaub ntawv. Nrog rau Synthetic Data Twin, Syntho lub hom phiaj los ua kom pom cov ntaub ntawv qub lossis cov ntaub ntawv ze li sai tau rau cov ntaub ntawv qub los tsim kom muaj qhov tseeb sawv cev ntawm thawj. Nrog rau cov ntaub ntawv hluavtaws ntxaib, peb tsom rau cov ntaub ntawv hluavtaws zoo tshaj plaws hauv kev sib piv rau cov ntaub ntawv qub. Peb ua qhov no nrog peb cov ntaub ntawv hluavtaws hluavtaws uas siv cov qauv AI lub xeev-ntawm-tus-kos duab. Cov qauv AI no tsim cov ntsiab lus tshiab thiab ua qauv rau lawv hauv txoj hauv kev uas peb khaws cov yam ntxwv, kev sib raug zoo thiab cov qauv kev txheeb xyuas ntawm cov ntaub ntawv qub rau qhov uas koj tuaj yeem siv nws li-yog tias nws yog cov ntaub ntawv qub.
Qhov no tuaj yeem siv rau ntau lub hom phiaj, xws li kev sim thiab kev cob qhia tshuab kev kawm qauv, simulating scenarios rau kev tshawb fawb thiab kev loj hlob, thiab tsim ib puag ncig virtual rau kev cob qhia thiab kev kawm. Cov ntaub ntawv hluavtaws ntxaib tuaj yeem siv los tsim cov ntaub ntawv muaj tseeb thiab cov neeg sawv cev uas tuaj yeem siv rau hauv qhov chaw ntawm cov ntaub ntawv hauv ntiaj teb tiag tiag thaum tsis muaj lossis thaum siv cov ntaub ntawv hauv ntiaj teb tiag tiag yuav ua rau tsis zoo lossis tsis ncaj ncees vim yog cov ntaub ntawv nruj me ntsis.
Yog peb ua. Peb muab ntau yam nqi-ntxiv cov ntaub ntawv hluavtaws optimization thiab augmentation nta, nrog rau cov neeg thuam, coj koj cov ntaub ntawv mus rau qib tom ntej.
Mock cov ntaub ntawv thiab AI-tsim cov ntaub ntawv hluavtaws yog ob hom ntaub ntawv hluavtaws, tab sis lawv tau tsim los ntawm ntau txoj hauv kev thiab ua haujlwm sib txawv.
Mock cov ntaub ntawv yog ib hom ntawm cov ntaub ntawv hluavtaws uas yog manually tsim thiab feem ntau yog siv los kuaj thiab txhim kho lub hom phiaj. Nws feem ntau yog siv los simulate tus cwj pwm ntawm cov ntaub ntawv hauv ntiaj teb tiag tiag hauv qhov chaw tswj hwm thiab feem ntau yog siv los ntsuas kev ua haujlwm ntawm lub system lossis daim ntawv thov. Nws yog feem ntau yooj yim, yooj yim los tsim, thiab tsis xav tau cov qauv nyuaj lossis algorithms. Feem ntau, ib tus xa mus kuj yuav thuam cov ntaub ntawv raws li "dummy data" lossis "cov ntaub ntawv cuav".
AI-tsim cov ntaub ntawv hluavtaws, ntawm qhov tod tes, yog tsim los siv cov tswv yim txawj ntse, xws li kev kawm tshuab lossis cov qauv tsim. Nws yog siv los tsim cov ntaub ntawv muaj tseeb thiab cov neeg sawv cev uas tuaj yeem siv rau qhov chaw ntawm cov ntaub ntawv hauv ntiaj teb tiag tiag thaum siv cov ntaub ntawv hauv ntiaj teb tiag tiag yuav ua tsis tau zoo lossis tsis ncaj ncees vim yog cov cai nruj nruj. Nws yog feem ntau nyuaj thiab xav tau kev pab cuam ntau dua li cov ntaub ntawv cuav ntawm phau ntawv. Raws li qhov tshwm sim, nws yog qhov tseeb ntau dua thiab ua raws li cov ntaub ntawv qub kom ze li sai tau.
Hauv cov ntsiab lus, cov ntaub ntawv cuav yog tsim los ntawm tus kheej thiab feem ntau yog siv rau kev sim thiab kev txhim kho, thaum AI-tsim cov ntaub ntawv hluavtaws yog tsim los siv cov tswv yim txawj ntse thiab siv los tsim cov neeg sawv cev thiab cov ntaub ntawv tiag.
Cov Ntaub Ntawv Zoo
Kev lees paub tias cov ntaub ntawv hluavtaws tuav cov ntaub ntawv zoo ib yam li cov ntaub ntawv qub tuaj yeem nyuaj, thiab feem ntau nyob ntawm cov ntaub ntawv siv tshwj xeeb thiab cov txheej txheem siv los tsim cov ntaub ntawv hluavtaws. Qee txoj hauv kev tsim cov ntaub ntawv hluavtaws, xws li cov qauv tsim, tuaj yeem tsim cov ntaub ntawv uas zoo ib yam li cov ntaub ntawv qub. Lo lus nug tseem ceeb: yuav ua li cas qhia qhov no?
Muaj qee txoj hauv kev los xyuas kom meej qhov zoo ntawm cov ntaub ntawv hluavtaws:
- Cov ntaub ntawv zoo metrics ntawm peb cov ntaub ntawv qhia zoo: Ib txoj hauv kev los xyuas kom meej tias cov ntaub ntawv hluavtaws tuav cov ntaub ntawv zoo tib yam li cov ntaub ntawv qub yog siv cov ntaub ntawv zoo ntsuas los sib piv cov ntaub ntawv hluavtaws rau cov ntaub ntawv qub. Cov kev ntsuas no tuaj yeem siv los ntsuas cov khoom xws li qhov sib xws, qhov tseeb, thiab ua tiav ntawm cov ntaub ntawv. Syntho software suav nrog cov ntaub ntawv zoo tshaj plaws nrog ntau cov ntaub ntawv zoo ntsuas.
- Kev ntsuam xyuas sab nraud: txij li cov ntaub ntawv zoo ntawm cov ntaub ntawv hluavtaws sib piv rau cov ntaub ntawv qub yog qhov tseem ceeb, peb tsis ntev los no tau ua qhov kev ntsuam xyuas nrog cov kws tshaj lij cov ntaub ntawv ntawm SAS (tus thawj coj hauv kev lag luam hauv kev tshuaj ntsuam) los ua kom pom cov ntaub ntawv zoo ntawm cov ntaub ntawv hluavtaws los ntawm Syntho hauv kev sib piv rau cov ntaub ntawv tiag. Edwin van Unen, kws tshuaj ntsuam xyuas los ntawm SAS, tau soj ntsuam cov khoom siv hluavtaws los ntawm Syntho los ntawm ntau yam kev tshuaj ntsuam xyuas (AI) thiab sib qhia cov txiaj ntsig. Saib ib daim ntawv luv luv ntawm qhov video no.
- Kev ntsuas thiab ntsuas los ntawm koj tus kheej: Cov ntaub ntawv hluavtaws tuaj yeem kuaj thiab ntsuas los ntawm kev muab piv rau cov ntaub ntawv hauv ntiaj teb tiag tiag lossis los ntawm kev siv nws los cob qhia cov qauv kev kawm thiab sib piv lawv cov kev ua tau zoo rau cov qauv uas tau kawm hauv cov ntaub ntawv tiag tiag. Vim li cas ho tsis sim cov ntaub ntawv zoo ntawm cov ntaub ntawv hluavtaws los ntawm koj tus kheej? Nug peb cov kws tshaj lij txog qhov muaj peev xwm ntawm qhov no ntawm no.
Nws yog ib qho tseem ceeb uas yuav tsum nco ntsoov tias cov ntaub ntawv hluavtaws yeej tsis tuaj yeem lav tias yog 100% zoo ib yam li cov ntaub ntawv qub, tab sis nws tuaj yeem raug kaw kom muaj txiaj ntsig zoo rau cov ntaub ntawv siv tshwj xeeb. Cov ntaub ntawv siv tshwj xeeb no tuaj yeem ua tau zoo heev analytics lossis kev cob qhia tshuab kev kawm qauv.
Yog nws yog. Cov ntaub ntawv hluavtaws txawm tuav cov qauv uas koj tsis paub tias lawv nyob hauv cov ntaub ntawv qub.
Tab sis tsis txhob coj peb lo lus rau nws xwb. Cov kws tshaj lij tshuaj ntsuam xyuas ntawm SAS (tus thawj coj hauv ntiaj teb kev lag luam hauv kev tshuaj ntsuam xyuas) tau ua qhov kev ntsuam xyuas (AI) ntawm peb cov ntaub ntawv hluavtaws thiab muab piv nrog cov ntaub ntawv qub. Xav paub? Saib cov tag nrho cov xwm txheej ntawm no los yog saib cov luv luv version txog cov ntaub ntawv zoo ntawm no.
Yog peb ua. Peb lub platform yog optimized rau databases thiab yog li ntawd, lub preservation ntawm referential kev ncaj ncees ntawm datasets nyob rau hauv lub datgabase.
Xav paub ntau ntxiv txog qhov no?
Tsis pub twg paub
Tsis yog peb tsis ua. Peb tuaj yeem yooj yim xa cov Syntho Cav rau ntawm qhov chaw lossis hauv koj cov huab ntiag tug ntawm docker.
Tsis yog. Peb optimized peb lub platform nyob rau hauv xws li ib txoj kev uas nws yuav tsum tau yooj yim deployed nyob rau hauv lub cia siab ib puag ncig ntawm cov neeg muas zaub. Qhov no ua kom ntseeg tau tias cov ntaub ntawv yuav tsis tawm ntawm qhov chaw ntseeg siab ntawm cov neeg siv khoom. Cov kev xaiv xa mus rau qhov chaw ntseeg siab ntawm cov neeg siv khoom yog "hauv qhov chaw" thiab hauv "huab huab ib puag ncig ntawm tus neeg siv khoom ( huab huab ntiag tug)".
Yeem: Syntho txhawb nqa ib qho version uas tau tuav hauv "Syntho huab".
Tsis yog. Lub tshuab Syntho yog lub platform kev pabcuam tus kheej. Raws li qhov tshwm sim, tsim cov ntaub ntawv hluavtaws nrog Syntho Cav yog ua tau nyob rau hauv ib txoj kev uas nyob rau hauv end-to-end txheej txheem, Syntho yeej tsis tuaj yeem pom thiab tsis tas yuav ua cov ntaub ntawv.
Yog peb ua qhov no los ntawm peb daim ntawv qhia QA.
Thaum muab cov ntaub ntawv sib txuas, nws yog qhov tseem ceeb los ua kom pom tias ib tus neeg tsis tuaj yeem rov txheeb xyuas cov tib neeg. Hauv qhov video no, Marijn qhia txog kev ntsuas kev ceev ntiag tug uas muaj nyob hauv peb daim ntawv tshaj tawm zoo los ua kom pom qhov no.
Syntho's QA daim ntawv qhia muaj peb kev lag luam-tus qauv metrics los ntsuas cov ntaub ntawv ntiag tug. Lub tswv yim qab ntawm txhua qhov kev ntsuas no yog raws li hauv qab no:
- Cov ntaub ntawv hluavtaws (S) yuav tsum "ze li ua tau", tab sis "tsis dhau ze" rau cov ntaub ntawv lub hom phiaj (T).
- Randomly xaiv cov ntaub ntawv tuav pov hwm (H) txiav txim siab tus qauv rau "ze dhau".
- A tshuaj zoo meej tsim cov ntaub ntawv hluavtaws tshiab uas coj raws nraim li cov ntaub ntawv qub, tab sis tsis tau pom ua ntej (= H).
Ib qho ntawm cov kev siv uas tau hais tshwj xeeb los ntawm Dutch Data Protection Authority yog siv cov ntaub ntawv hluavtaws ua cov ntaub ntawv xeem.
Syntho Cav
Lub tshuab Syntho raug xa mus rau hauv lub thawv Docker thiab tuaj yeem siv tau yooj yim thiab ntsaws rau hauv koj qhov chaw xaiv.
Cov kev xaiv xa mus tau muaj xws li:
- nyob rau premise
- Txhua yam (private) huab
- Lwm yam ib puag ncig
Syntho ua rau koj yooj yim txuas nrog koj cov ntaub ntawv databases, daim ntawv thov, cov ntaub ntawv xa mus lossis cov ntaub ntawv.
Peb txhawb nqa ntau yam kev sib txuas ua ke kom koj tuaj yeem txuas nrog lub hauv paus-ib puag ncig (qhov twg cov ntaub ntawv qub yog khaws cia) thiab qhov chaw ib puag ncig (qhov twg koj xav sau koj cov ntaub ntawv hluavtaws rau) rau ib qho end-to-end kev sib xyaw ua ke.
Kev sib txuas nta uas peb txhawb:
- Plug-thiab-ua si nrog Docker
- 20+ database connectors
- 20+ filesystem connectors
Lawm, lub sijhawm tiam nyob ntawm qhov loj ntawm cov ntaub ntawv. Qhov nruab nrab, ib lub rooj uas muaj tsawg tshaj li 1 lab cov ntaub ntawv yog synthesized nyob rau hauv tsawg dua 5 feeb.
Syntho's machine learning algorithms tuaj yeem nthuav dav cov yam ntxwv zoo dua nrog ntau cov ntaub ntawv muaj nyob, uas txo qhov kev pheej hmoo tsis pub lwm tus paub. Qhov tsawg kawg nkaus-rau-kab piv ntawm 1: 500 yog pom zoo. Piv txwv li, yog tias koj lub hauv paus rooj muaj 6 kab, nws yuav tsum muaj tsawg kawg yog 3000 kab.
Tsis yog kiag li. Txawm hais tias nws yuav siv qee qhov kev rau siab nkag siab txog qhov zoo, kev ua haujlwm thiab siv cov ntaub ntawv hluavtaws, cov txheej txheem ntawm kev sib txuas yog yooj yim heev thiab txhua tus neeg uas muaj kev paub hauv computer tuaj yeem ua tau. Yog xav paub ntxiv txog cov txheej txheem synthesizing, mus saib nplooj ntawv no or thov kom muaj kev pabcuam.
Lub tshuab Syntho ua haujlwm zoo tshaj plaws ntawm cov txheej txheem, cov ntaub ntawv tabular (txhua yam uas muaj kab thiab kab). Hauv cov qauv no, peb txhawb nqa cov ntaub ntawv hauv qab no:
- Cov qauv ntaub ntawv formatted hauv cov ntxhuav (categorical, numerical, thiab lwm yam)
- Direct identifiers thiab PII
- Cov ntaub ntawv loj thiab cov databases
- Cov ntaub ntawv qhov chaw nyob (xws li GPS)
- Lub sijhawm series cov ntaub ntawv
- Multi-table databases (nrog rau kev ncaj ncees referential)
- Qhib cov ntaub ntawv
Cov ntaub ntawv nyuaj
Ib sab ntawm txhua hom ntaub ntawv tabular, Syntho Cav txhawb nqa cov ntaub ntawv nyuaj thiab cov ntaub ntawv nyuaj.
- Lub sij hawm series
- Multi-table databases
- Qhib cov ntawv nyeem
Tsis yog, peb tau ua kom zoo dua peb lub platform kom txo qis cov kev xav tau ntawm kev suav (xws li tsis muaj GPU yuav tsum tau), yam tsis muaj kev cuam tshuam rau cov ntaub ntawv raug. Tsis tas li ntawd, peb txhawb nqa nws pib scaling, kom ib tug tuaj yeem tsim cov ntaub ntawv loj loj.
Yog lawm. Syntho software yog optimized rau databases uas muaj ntau lub rooj.
Raws li rau qhov no, Syntho cia li kuaj xyuas cov ntaub ntawv hom, schemas thiab hom kom ua kom cov ntaub ntawv raug. Rau ntau lub rooj database, peb txhawb cov rooj sib tham tsis siv neeg kev sib raug zoo thiab kev sib txuas los khaws cia kev ncaj ncees.
Cov ntaub ntawv yog hluavtaws, tab sis peb pab neeg yog tiag tiag!
Hu rau Syntho thiab ib tus ntawm peb cov kws tshaj lij yuav ntsib nrog koj ntawm qhov nrawm ntawm lub teeb los tshawb xyuas tus nqi ntawm cov ntaub ntawv hluavtaws!