Mai ka pilikino a hiki i ka hiki: Ke hoʻohana nei i ka ʻikepili Synthetic ma o ka Syntho Engine i hoʻohui ʻia ma SAS Viya ma ke ʻano he ʻāpana o ka SAS Hackathon e wehe i ka ʻikepili pilikino pilikino.
Wehe mākou i ka piha piha o ka ʻikepili mālama ola me AI generative i ka wā SAS Hackathon.
No ke aha e wehe ai i ka ʻikepili mālama ola pilikino?
Pono ka mālama ola kino i nā ʻike hoʻokele data. No ka mea ʻaʻole lawa ka mālama olakino, ʻoi aku ka ikaika me ka hiki ke hoʻopakele i nā ola. Eia naʻe, ʻo ka ʻikepili mālama ola ka ʻikepili pilikino pilikino a no laila ua laka ʻia. ʻO kēia ʻikepili pilikino pilikino:
- Hoʻopau manawa ke komo
- Pono ka pepa nui
- A ʻaʻole hiki ke hoʻohana wale ʻia
He pilikia kēia, ʻoiai ʻo kā mākou pahuhopu no kēia hackathon ʻo ia ka wānana i ka pōʻino a me ka make ma ke ʻano he ʻāpana o ka noiʻi maʻi maʻi no kahi haukapila alakaʻi. ʻO ia ke kumu e hui pū ai ʻo Syntho lāua ʻo SAS no kēia haukapila, kahi e wehe ai ʻo Syntho i ka ʻikepili me ka ʻikepili synthetic a ʻike ʻo SAS i nā ʻike ʻikepili me SAS Viya, ke kahua ʻikepili alakaʻi.
ʻikepili synthetic?
Hoʻopuka kā mākou Syntho Engine i ka ʻikepili i hana ʻia i hana ʻia. ʻO ka ʻokoʻa koʻikoʻi, hoʻohana mākou iā AI e hoʻohālikelike i nā ʻano o ka ʻikepili honua maoli i ka ʻikepili synthetic, a hiki i kahi ʻano hiki ke hoʻohana ʻia no ka analytics. ʻO ia ke kumu i kapa ʻia ai mākou he māhoe data synthetic. He maikaʻi e like me ka mea maoli a me ka helu helu me ka ʻikepili kumu, akā me ka ʻole o nā pilikia pilikino.
Hoʻohui pū ʻia ʻo Syntho Engine ma SAS Viya
I loko o kēia hackathon, ua hoʻohui mākou i ka Syntho Engine API ma SAS Viya ma ke ʻano he pae. Eia nō hoʻi mākou i hōʻoia i ka maikaʻi o ka ʻikepili synthetic e like me ka mea maoli ma SAS Viya. Ma mua o ka hoʻomaka ʻana me ka noiʻi ʻana i ka maʻi kanesa, ua hoʻāʻo mākou i kēia ala hoʻohui me kahi ʻikepili wehe a hōʻoia ʻia inā ʻoi aku ka maikaʻi o ka ʻikepili synthetic ma o nā ʻano hōʻoia like ʻole ma SAS Viya.
ʻO ka ʻikepili synthetic he-maikaʻi-like maoli?
Mālama ʻia nā pilina, nā pilina ma waena o nā mea hoʻololi.
Mālama ʻia ka ʻĀpana Ma lalo o ka pihi, kahi ana no ka hana hoʻohālike.
A ʻo ke koʻikoʻi hoʻololi, ka mana wānana o nā ʻano hoʻohālike, paʻa ke hoʻohālikelike mākou i ka ʻikepili kumu me ka ʻikepili synthetic.
No laila, hiki iā mākou ke hoʻoholo i ka ʻikepili synthetic i hana ʻia e ka Syntho Engine ma SAS Viya he mea maikaʻi loa ia a hiki iā mākou ke hoʻohana i ka ʻikepili synthetic no ka hoʻomohala ʻana. No laila, hiki iā mākou ke hoʻomaka me kēia noiʻi maʻi kanesa e wānana i ka pōʻino a me ka make.
ʻIkepili Synthetic no ka ʻimi ʻana i ka maʻi maʻi no kahi haukapila alakaʻi
Maʻaneʻi, ua hoʻohana mākou i ka Syntho Engine i hoʻohui ʻia e like me ka pae ma SAS Viya e wehe i kēia ʻikepili pilikino pilikino me ka ʻikepili synthetic.
ʻO ka hopena, he AUC o 0.74 a he kumu hoʻohālike hiki ke wānana i ka pōʻino a me ka make.
Ma muli o ka hoʻohana ʻana i ka ʻikepili synthetic, ua hiki iā mākou ke wehe i kēia mālama olakino ma kahi kūlana me ka liʻiliʻi o ka pilikia, ʻoi aku ka nui o ka ʻikepili a me ka ʻike wikiwiki.
Hoʻohui i ka ʻikepili mai nā halemai he nui
ʻAʻole hiki kēia i loko o ka haukapila, hiki ke hui pū ʻia nā ʻikepili mai nā halemai he nui. No laila, ʻo ka hana aʻe ʻo ka synthesize i ka ʻikepili mai nā haukapila he nui. Hoʻopili ʻia nā ʻikepili pili i ka haukapila e like me ke komo ʻana no ke kumu hoʻohālike ma SAS Viya ma o ka Syntho Engine. Ma ʻaneʻi, ua ʻike mākou i kahi AUC o 0.78, e hōʻike ana i ka nui o nā ʻikepili i loaʻa i ka mana wānana maikaʻi aʻe o kēlā mau hiʻohiʻona.
Results
A eia nā hopena o kēia hackathon:
- Hoʻohui ʻia ʻo Syntho ma SAS Viya ma ke ʻano he pae
- Ua hana maikaʻi ʻia ka ʻikepili synthetic ma o Syntho ma SAS Viya
- Ua ʻae ʻia ka pololei o ka ʻikepili synthetic, e like me nā Models i aʻo ʻia ma ka helu ʻikepili synthetic e like me nā kumu hoʻohālike i aʻo ʻia ma ka ʻikepili kumu.
- ua wānana mākou i ka pōʻino a me ka make ma ka ʻikepili synthetic ma ke ʻano he ʻāpana o ka noiʻi maʻi kanesa
- a hōʻike i ka piʻi ʻana o ka AUC i ka hoʻohui ʻana i ka ʻikepili synthetic mai nā haukapila he nui.
Nā papa hou
ʻO nā ʻanuʻu aʻe e
- hoʻokomo hou aku i nā halemai
- e hoʻonui i nā hihia hoʻohana a
- e hoʻonui aku i kekahi hui ʻē aʻe, no ka mea, ʻo nā ʻenehana he sector agnostic.
ʻO kēia ke ala e wehe ai ʻo Syntho a me SAS i ka ʻikepili a ʻike i nā ʻike i alakaʻi ʻia i ka ʻikepili i ka mālama olakino e hōʻoia i ka mālama olakino maikaʻi ʻia, me ke kaomi maʻamau e hoʻopakele i nā ola.
E mālama i kāu ʻikepili synthetic ma ka hōʻike mālama ola kino!
- E ʻimi i ka hana o ka ʻikepili synthetic ma ka ʻāpana mālama olakino
- He aha ka ʻikepili synthetic a no ke aha e hoʻohana ai nā hui mālama ola?
- Hoʻohui waiwai i nā hihia hoʻohana i ka mālama olakino (e like me ka lāʻau lapaʻau, nā halemai, nā ʻenehana olakino, etc.)
