Syntho amapambana Global SAS Hackathon mu Gulu la Health Care ndi Life Sciences
SAS Hackathon chinali chochitika chodabwitsa chomwe chinasonkhanitsa magulu 104 ochokera kumayiko 75, pachiwonetsero chapadziko lonse cha talente. M'malo opikisana kwambiri, ndife onyadira kulengeza kuti patatha miyezi yambiri yogwira ntchito molimbika, Syntho adakhala wotchuka, ndikupambana kwambiri m'gulu la zaumoyo ndi sayansi ya moyo. Kuposa makampani ena owopsa 18, kupambana kwathu kwakukulu kunakhazikitsa udindo wathu monga atsogoleri pantchito yapaderayi.
Introduction
Tsogolo la kusanthula kwa data latsala pang'ono kusinthidwa ndi data yopangidwa, makamaka m'magawo omwe chidziwitso chokhudza zinsinsi, monga zachipatala, ndichofunika kwambiri. Komabe, kupeza chidziŵitso chamtengo wapatali chimenechi kaŵirikaŵiri kumalepheretsedwa ndi njira zolemetsa, kuphatikizapo kuwononga nthaŵi, zodzaza ndi zolemba zambiri ndi ziletso zambiri. Pozindikira kuthekera kumeneku, Syntho adalumikizana nawo SAS pakuti SAS Hackathon kupanga ntchito yothandizana ndi cholinga chokweza chisamaliro cha odwala m'mabungwe azachipatala. Potsegula zidziwitso zachinsinsi pogwiritsa ntchito deta yopangira komanso kugwiritsa ntchito luso la SAS analytics, Syntho amayesetsa kupereka zidziwitso zofunikira zomwe zingathe kuumba tsogolo laumoyo.
Kutsegula Zambiri Zokhudza Zazinsinsi Zaumoyo ndi Synthetic Data monga gawo la kafukufuku wa khansa pachipatala chotsogola
Deta ya odwala ndi chidziwitso chagolide chomwe chimatha kusintha chisamaliro chaumoyo, koma kusakonda zachinsinsi nthawi zambiri kumabweretsa zovuta pakuchipeza ndikuchigwiritsa ntchito. Syntho adamvetsetsa vutoli ndipo adayesetsa kuthana nalo pogwirizana ndi SAS pa SAS Hackathon. Cholinga chake chinali kumasula zidziwitso za odwala zomwe zimakhudzidwa ndi zachinsinsi pogwiritsa ntchito zidziwitso zopangidwa ndikupangitsa kuti zizipezeka mosavuta pounika kudzera ku SAS Viya. Kugwira ntchito limodzi kumeneku sikumangolonjeza kuyendetsa bwino chithandizo chamankhwala, makamaka pankhani ya kafukufuku wa khansa, kupanga njira yotsegula ndi kusanthula deta kukhala yosasunthika komanso yothandiza, komanso imatsimikizira chitetezo chokwanira chachinsinsi cha odwala.
Kuphatikiza kwa Syntho Engine ndi SAS Viya
Mkati mwa hackathon, tidaphatikiza bwino Syntho Engine API mu SAS Viya ngati gawo lofunikira pantchito yathu. Kuphatikizana kumeneku sikunangothandizira kuphatikizika kwa deta yopangidwa komanso kunapereka malo abwino kuti atsimikizire kukhulupirika kwake mkati mwa SAS Viya. Tisanayambe kafukufuku wathu wa khansa, kuyezetsa kwakukulu kunachitika pogwiritsa ntchito deta yotseguka kuti awone momwe njira yophatikizirayi ikuyendera. Kupyolera mu njira zosiyanasiyana zotsimikizira zomwe zilipo ku SAS Viya, tinaonetsetsa kuti deta yopangidwayo ikuwonetsa mlingo wa khalidwe ndi kufanana ndi deta yeniyeni yomwe inkawona kuti ikufanana kwenikweni, kutsimikizira kuti "zabwino ngati zenizeni".
Kodi synthetic data imagwirizana ndi molondola za data zenizeni?
Kugwirizana ndi maubwenzi pakati pa zosintha zinasungidwa molondola mu data yopangidwa.
Area Under the Curve (AUC), metric yoyezera magwiridwe antchito, idakhalabe yosasinthasintha.
Kuphatikiza apo, kufunikira kosinthika, komwe kumawonetsa mphamvu zolosera zamitundu yosiyanasiyana muchitsanzo, kunakhalabe kosasunthika poyerekezera deta yopangidwa ndi deta yoyambirira.
Kutengera zomwe taziwonazi, titha kunena motsimikiza kuti zomwe zidapangidwa ndi Syntho Engine ku SAS Viya zilidi zogwirizana ndi zenizeni zenizeni. Izi zimatsimikizira kugwiritsa ntchito deta yopangira chitukuko chachitsanzo, ndikutsegulira njira yofufuza za khansa yomwe imayang'ana kulosera za kuwonongeka ndi kufa.
Zotsatira Zamphamvu ndi deta yopangidwa m'munda wa Cancer Research:
Kugwiritsa ntchito injini ya Syntho Engine mkati mwa SAS Viya kwabweretsa zotsatira zabwino pakufufuza kwa khansa pachipatala chodziwika bwino. Pogwiritsa ntchito deta yopangidwa, chidziwitso chazachipatala chokhudza zachinsinsi chinatsegulidwa bwino, kuthandizira kusanthula ndi kuchepetsedwa kwa chiwopsezo, kuchuluka kwa kupezeka kwa data, ndi mwayi wofikira mwachangu.
Makamaka, kugwiritsa ntchito zidziwitso zopangira zidapangitsa kuti pakhale mtundu womwe umatha kulosera kuwonongeka ndi kufa, ndikukwaniritsa malo ochititsa chidwi a Area Under the Curve (AUC) ya 0.74. Kuphatikiza apo, kuphatikiza kwazinthu zopangidwa kuchokera kuzipatala zingapo kudapangitsa kuti mphamvu zolosera ziwonjezeke, monga zikuwonetseredwa ndi kuchuluka kwa AUC. Zotsatirazi zikugogomezera kuthekera kosinthika kwa data yopangidwa popanga zidziwitso zoyendetsedwa ndi deta komanso kupita patsogolo kwachipatala.
Zotsatira za chimodzi chipatala chotsogolera, AUC ya 0.74 ndi chitsanzo chomwe chimatha kulosera za kuwonongeka ndi imfa
Zotsatira za angapo zipatala, AUC ya 0.78, kusonyeza kuti zambiri zimabweretsa mphamvu zolosera zamitundu imeneyo
Zotsatira, Masitepe Amtsogolo ndi Zotsatira zake
Panthawi ya hackathon iyi, zotsatira zochititsa chidwi zidapezeka.
1. Syntho, chida chotsogola chopangira deta, chidaphatikizidwa mosasunthika mu SAS Viya monga gawo lofunikira.
2. Kupanga bwino kwa data yopanga mkati mwa SAS Viya pogwiritsa ntchito Syntho kunali kukwaniritsidwa kwakukulu.
3. Mwachiwonekere, kulondola kwa deta yopangidwa kunatsimikiziridwa bwino, monga zitsanzo zophunzitsidwa pa detayi zinawonetsa zofanana ndi zomwe zimaphunzitsidwa pa deta yoyambirira.
4. Chochitika chachikulu ichi chinapititsa patsogolo kafukufuku wa khansa pothandizira kulosera za kuwonongeka ndi imfa pogwiritsa ntchito deta yopangira.
5. Chodabwitsa n'chakuti, mwa kuphatikiza deta yopangidwa kuchokera ku zipatala zambiri, chiwonetsero chinawonetsa kuwonjezeka kwa dera lomwe lili pansi pa mphutsi (AUC).
Pamene tikukondwerera kupambana kwathu, timayang'ana zamtsogolo ndi zolinga zazikulu. Njira zotsatirazi zikuphatikizapo kukulitsa mgwirizano ndi zipatala zambiri, kufufuza zochitika zosiyanasiyana zogwiritsira ntchito, ndi kukulitsa kugwiritsa ntchito deta yopangidwa m'magawo osiyanasiyana. Ndi njira zomwe zimadziwika kuti agnostic, tikufuna kumasula deta ndikuzindikira zidziwitso zoyendetsedwa ndi data pazaumoyo ndi kupitilira apo. Zotsatira za deta yopangidwa mu kusanthula kwaumoyo ndi chiyambi chabe, monga SAS Hackathon adawonetsa chidwi chachikulu ndi kutenga nawo mbali kwa asayansi a data ndi okonda ukadaulo padziko lonse lapansi.
Kupambana hackathon yapadziko lonse ya SAS ndi gawo loyamba la Syntho!
Kupambana kwakukulu kwa Syntho m'gulu la SAS Hackathon's Health Care & Life Sciences kukuwonetsa chochitika chofunikira kwambiri pakugwiritsa ntchito deta yopangidwa pofufuza zaumoyo. Kuphatikizidwa kwa Syntho Engine mkati mwa SAS Viya kunawonetsa mphamvu ndi kulondola kwa deta yopangidwa kuti ikhale yowonetseratu komanso kusanthula. Pogwirizana ndi SAS ndikutsegula zidziwitso zachinsinsi, Syntho yawonetsa kuthekera kwa data yopangidwa kuti isinthe chisamaliro cha odwala, kukonza zotulukapo za kafukufuku, ndikuwongolera zidziwitso zoyendetsedwa ndi data pamakampani azachipatala.
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.)
