Kuchokera Pazinsinsi Kufikira Kutheka: Kugwiritsa Ntchito Synthetic Data kudzera pa Syntho Engine Integrated mu SAS Viya monga gawo la SAS Hackathon kuti mutsegule zinsinsi zachinsinsi.
Timatsegula kuthekera konse kwa chidziwitso chaumoyo ndi AI yotulutsa pa SAS Hackathon.
Chifukwa chiyani mutsegule zinsinsi zazaumoyo?
Zaumoyo zimafunikira kwambiri chidziwitso cha data drive. Chifukwa chisamaliro chaumoyo chili chochepa, kukakamizidwa ndi kuthekera kopulumutsa miyoyo. Komabe, data yazaumoyo ndiyomwe imakhudza kwambiri zachinsinsi ndipo chifukwa chake imatsekedwa. Zokhudza zachinsinsi izi:
- Zimatenga nthawi kuti zitheke
- Pamafunika zolemba zambiri
- Ndipo sangathe kugwiritsidwa ntchito
Izi ndizovuta, chifukwa cholinga chathu cha hackathon iyi ndikulosera kuwonongeka ndi kufa ngati gawo la kafukufuku wa khansa pachipatala chotsogola. Ichi ndichifukwa chake Syntho ndi SAS amagwirira ntchito limodzi kuchipatalachi, komwe Syntho imatsegula deta ndi deta yopangira ndipo SAS imazindikira zidziwitso za data ndi SAS Viya, nsanja yotsogolera yowunikira.
Dongosolo la Synthetic?
Injini yathu ya Syntho imapanga zidziwitso zatsopano zopangidwa mongopeka. Kusiyana kwakukulu, timagwiritsa ntchito AI kuti titsanzire zomwe data yapadziko lonse lapansi ili mu data yopangira, komanso mpaka ingagwiritsidwe ntchito pofufuza. Ndicho chifukwa chake timachitcha kuti mapasa opangira deta. Ndi yabwino ngati yeniyeni komanso yofananira ndi data yoyambirira, koma popanda kuwopsa kwachinsinsi.
Syntho Engine yophatikizidwa mu SAS Viya
Pa hackathon iyi, tidaphatikiza Syntho Engine API ku SAS Viya ngati sitepe. Apa tidatsimikiziranso kuti zopangazo ndizabwino ngati zenizeni ku SAS Viya. Tisanayambe ndi kafukufuku wa khansa, tidayesa njira yophatikizikayi ndi dataset yotseguka ndikutsimikizira ngati zomwe zidapangidwazo zilidi zenizeni pogwiritsa ntchito njira zingapo zotsimikizira mu SAS Viya.
Kodi data yopangidwa ndi yabwino ngati yeniyeni?
Mgwirizano, mgwirizano pakati pa zosintha, zimasungidwa.
Dera Pansi pa curve, muyeso wa magwiridwe antchito, amasungidwa.
Ndipo ngakhale kufunikira kosinthika, mphamvu yolosera zamitundu yosiyanasiyana yachitsanzo, imagwira tikayerekeza deta yoyambirira ndi deta yopangira.
Chifukwa chake, titha kunena kuti data yopangidwa ndi Syntho Engine mu SAS Viya ndi yabwino ngati yeniyeni komanso kuti titha kugwiritsa ntchito deta yopangira chitukuko chachitsanzo. Chifukwa chake, titha kuyamba ndi kafukufuku wa khansa uyu kuti tilosere kuwonongeka ndi kufa.
Dongosolo la Synthetic la Cancer Research pachipatala chotsogola
Apa, tidagwiritsa ntchito Integrated Syntho Engine monga sitepe mu SAS Viya kuti tidziwe zachinsinsi izi ndi deta kupanga.
Zotsatira zake, AUC ya 0.74 ndi chitsanzo chomwe chimatha kuneneratu kuwonongeka ndi kufa.
Chifukwa chogwiritsa ntchito deta yopangidwa, tinatha kutsegula chithandizo chamankhwala ichi pamalo opanda chiopsezo chochepa, deta yambiri komanso kupeza deta mofulumira.
Phatikizani zambiri kuchokera kuzipatala zingapo
Izi sizingatheke mkati mwa chipatala, komanso deta yochokera kuzipatala zambiri ikhoza kuphatikizidwa. Chifukwa chake, chotsatira chinali kupanga deta kuchokera kuzipatala zingapo. Zambiri zokhudzana ndi zipatala zidapangidwa ngati chothandizira mu SAS Viya kudzera pa Syntho Engine. Apa, tazindikira AUC ya 0.78, kuwonetsa kuti zambiri zimabweretsa mphamvu zolosera zamitundu imeneyo.
Results
Ndipo izi ndi zotsatira za hackathon iyi:
- Syntho imaphatikizidwa mu SAS Viya ngati sitepe
- zopangira zidapangidwa bwino kudzera pa Syntho mu SAS Viya
- Kulondola kwa data kopangidwa kumavomerezedwa, monga Ma Models ophunzitsidwa pazida zopangira zofanana ndi zitsanzo zophunzitsidwa pa data yoyambirira
- tidaneneratu za kuwonongeka ndi kufa pazida zopanga monga gawo la kafukufuku wa khansa
- ndikuwonetsa kuwonjezeka kwa AUC pophatikiza deta yopangidwa kuchokera kuzipatala zingapo.
Zotsatira zotsatira
Masitepe otsatirawa ndi
- kuphatikizapo zipatala zambiri
- kuwonjezera milandu yogwiritsira ntchito ndi
- kufalikira ku bungwe lina lililonse, monga momwe njira zake ndizosakhulupirira.
Umu ndi momwe Syntho ndi SAS amatsegulira zidziwitso ndikuzindikira zidziwitso zoyendetsedwa ndi data pazaumoyo kuwonetsetsa kuti chithandizo chamankhwala chili ndi anthu ambiri, ndikukakamizidwa kuti apulumutse miyoyo.
Sungani zomwe mwapanga mu lipoti lazaumoyo!
- Yang'anani gawo la data yopangira mu gawo lazaumoyo
- Kodi data yopangidwa ndi chiyani ndipo chifukwa chiyani mabungwe azachipatala amazigwiritsa ntchito?
- Kuwonjezedwa kwa mtengo wogwiritsa ntchito pazachipatala (monga pharma, zipatala, zaumoyo, etc.)
