Ukusuka Ebumfihlweni kuye Kwenokwenzeka: Ukusebenzisa Idatha Yokwenziwa nge-Syntho Engine edidiyelwe ku-SAS Viya njengengxenye ye-SAS Hackathon ukuze uvule idatha ebucayi yobumfihlo
Sivula amandla aphelele edatha yokunakekelwa kwezempilo nge-generative AI ngesikhathi se-SAS Hackathon.
Kungani uvule idatha yokunakekelwa kwezempilo eyimfihlo?
Ukunakekelwa kwezempilo kudinga kakhulu imininingwane yedrayivu yedatha. Ngenxa yokuthi ukunakekelwa kwezempilo akunabasebenzi abambalwa, kucindezelwa kakhulu namandla okusindisa izimpilo. Nokho, idatha yokunakekelwa kwezempilo iyidatha ebucayi kakhulu yobumfihlo ngakho ikhiyiwe. Le datha ebucayi yobumfihlo:
- Kudla isikhathi ukufinyelela
- Idinga amaphepha amaningi
- Futhi ayikwazi ukusetshenziswa kalula
Lokhu kuyinkinga, njengoba inhloso yethu yale hackathon ibikezela ukuwohloka nokufa njengengxenye yocwaningo lomdlavuza wesibhedlela esihamba phambili. Yingakho i-Syntho ne-SAS besebenzisana kulesi sibhedlela, lapho i-Syntho ivula idatha enedatha yokwenziwa futhi i-SAS ibona imininingwane yedatha nge-SAS Viya, inkundla ehamba phambili yezibalo.
Idatha yokwenziwa?
Injini yethu ye-Syntho ikhiqiza idatha entsha ngokuphelele ekhiqizwe ngokwenziwa. Umehluko oyinhloko, sisebenzisa i-AI ukuze silingise izici zedatha yomhlaba wangempela kudatha yokwenziwa, futhi ngezinga lokuthi ingasetshenziselwa nokuhlaziya. Yingakho sikubiza ngewele ledatha yokwenziwa. Kuhle njengokuthi kungokoqobo futhi kuyafana ngokwezibalo nedatha yasekuqaleni, kodwa ngaphandle kwezingozi zobumfihlo.
I-Syntho Engine ihlanganiswe ku-SAS Viya
Ngalesi hackathon, sihlanganise i-Syntho Engine API ku-SAS Viya njengesinyathelo. Lapha siphinde saqinisekisa ukuthi idatha yokwenziwa ilungile njengengokoqobo ku-SAS Viya. Ngaphambi kokuthi siqale ngocwaningo lomdlavuza, sahlola le ndlela edidiyelwe ngedathasethi evulekile futhi saqinisekiswa ukuthi ingabe idatha yokwenziwa iyiqiniso ngempela kusetshenziswa izindlela ezahlukahlukene zokuqinisekisa ku-SAS Viya.
Ingabe idatha yokwenziwa ilungile-njengangempela?
Ukuxhumana, ubudlelwano phakathi kokuguquguqukayo, kuyagcinwa.
Indawo engaphansi kwejika, isilinganiso sokusebenza kwemodeli, iyagcinwa.
Futhi ngisho nokubaluleka okuguquguqukayo, amandla okubikezela okuguquguqukayo kwemodeli, abambe lapho siqhathanisa idatha yoqobo nedatha yokwenziwa.
Ngakho-ke, singaphetha ngokuthi idatha yokwenziwa ekhiqizwe i-Syntho Engine ku-SAS Viya iyinhle ngempela futhi singasebenzisa idatha yokwenziwa ukuze kuthuthukiswe imodeli. Ngakho-ke, singaqala ngalolu cwaningo lomdlavuza ukubikezela ukuwohloka nokufa.
Idatha yokwenziwa yocwaningo lweCancer lwesibhedlela esihamba phambili
Lapha, sisebenzise i-Syntho Engine ehlanganisiwe njengesinyathelo ku-SAS Viya ukuze sivule le datha ebucayi yobumfihlo ngedatha yokwenziwa.
Umphumela, i-AUC engu-0.74 kanye nemodeli ekwazi ukubikezela ukuwohloka nokufa.
Njengomphumela wokusebenzisa idatha yokwenziwa, sikwazile ukuvula lokhu kunakekelwa kwezempilo esimweni esinobungozi obuncane, idatha eyengeziwe kanye nokufinyelela kwedatha okusheshayo.
Hlanganisa idatha evela ezibhedlela eziningi
Lokhu akwenzeki kuphela esibhedlela, futhi imininingwane evela ezibhedlela eziningi ingahlanganiswa. Ngakho-ke, isinyathelo esilandelayo kwakuwukuhlanganisa idatha evela ezibhedlela eziningi. Idatha yesibhedlela efanele yahlanganiswa njengokufakwa kwemodeli ku-SAS Viya nge-Syntho Engine. Lapha, sithole i-AUC engu-0.78, ebonisa ukuthi idatha eyengeziwe iphumela emandleni angcono okuqagela alawo mamodeli.
Imiphumela
Futhi lena imiphumela evela kule hackathon:
- I-Syntho ihlanganiswe ku-SAS Viya njengesinyathelo
- idatha yokwenziwa ikhiqizwa ngempumelelo nge-Syntho ku-SAS Viya
- Ukunemba kwedatha yokwenziwa kuvunyelwe, njengoba Amamodeli aqeqeshelwe amaphuzu edatha yokwenziwa afana namamodeli aqeqeshelwe idatha yoqobo.
- sibikezele ukuwohloka nokufa kwabantu kudatha yokwenziwa njengengxenye yocwaningo lomdlavuza
- futhi yabonisa ukwanda kwe-AUC lapho kuhlanganiswa idatha yokwenziwa evela ezibhedlela eziningi.
Izinyathelo ezilandelayo
Izinyathelo ezilandelayo zingeza
- zihlanganisa izibhedlela ezengeziwe
- ukwandisa amacala okusetshenziswa kanye
- ukunwebela kunoma iyiphi enye inhlangano, njengoba amasu ewumkhakha ongakholelwa kuNkulunkulu.
Lena yindlela i-Syntho ne-SAS evula ngayo idatha futhi ibone imininingwane eqhutshwa idatha ekunakekelweni kwezempilo ukuze kuqinisekiswe ukuthi ukunakekelwa kwezempilo kunabasebenzi abakahle, nengcindezi evamile yokusindisa izimpilo.
Londoloza idatha yakho yokwenziwa embikweni wokunakekelwa kwezempilo!
- Hlola indima yedatha yokwenziwa emkhakheni wezokunakekelwa kwempilo
- Iyini idatha yokwenziwa futhi kungani izinhlangano zezempilo ziyisebenzisa?
- Izethenjwa zokwengeza izimo zokusetshenziswa kwezokunakekelwa kwezempilo (njengekhemisi, izibhedlela, ubuchwepheshe bezempilo, njll.)
