He aha ka ʻikepili synthetic?

He ʻikepili synthetic papa hāʻule

 

 

Introduction

He aha ka ʻikepili synthetic?

He mea maʻalahi ka pane. ʻOiai e hōʻiliʻili ʻia ka ʻikepili kumu ma kāu mau launa pū ʻana me nā kānaka maoli (e laʻa me nā mea kūʻai aku, nā mea maʻi, nā limahana a me nā mea ʻē aʻe) a ma o kāu kaʻina hana āpau, hana ʻia ka ʻikepili synthetic e kahi algorithm kamepiula. Hoʻopuka kēia algorithm kamepiula i nā ʻikepili hou a me ka hana.

Hoʻoholo i nā pilikia pilikino ʻikepili

Loaʻa nā ʻikepili i hana ʻia ma ka synthetically i nā ʻikepili hou loa a me ka ʻike ʻole me ka pili ʻole o kekahi i kekahi i ka ʻikepili kumu. No laila, ʻaʻole hiki ke huli ʻia kekahi o nā ʻikepili synthetic a hoʻohuli ʻia paha i ka ʻikepili kumu. ʻO ka hopena, ua hoʻokuʻu ʻia ka ʻikepili synthetic mai nā hoʻoponopono pilikino, e like me ka GDPR a lilo i mea hoʻonā e hoʻoponopono a lanakila i nā pilikia pilikino-ʻikepili.

Hoʻonui a hoʻohālikelike

ʻO ka hiʻohiʻona generative o ka hana ʻikepili synthetic hiki ke hoʻonui a hoʻohālikelike i ka ʻikepili hou loa. Hoʻohana kēia i mea hoʻonā inā ʻaʻole lawa kāu ʻikepili (ka liʻiliʻi o ka ʻikepili), makemake e hoʻonui i nā hiʻohiʻona lihi a i ʻole inā ʻaʻohe āu ʻikepili.

Ma aneʻi, ke kiko o Syntho kahi ʻike ʻike (ʻike ʻia ka ʻikepili i nā papa i loko o nā lālani a me nā kolamu, e like me kāu e ʻike ai i nā pepa Excel), makemake mākou e hōʻike i ka manaʻo o ka ʻikepili synthetic ma o nā kiʻi, no ka mea ʻoi aku ka maikaʻi.

Nā ʻano ʻikepili synthetic

ʻEkolu ʻano ʻikepili synthetic i loko o ka umbrella data synthetic. ʻO kēlā mau ʻano 3 o ka ʻikepili synthetic ʻo: dummy data, rule-based generated synthetic data and synthetic data i haku ʻia e artificial intelligence (AI). E wehewehe koke mākou i ke ʻano o nā ʻano ʻikepili synthetic 3.

ʻIkepili Dummy / ʻikepili hoʻomāʻewaʻewa

ʻO ka ʻikepili Dummy ka ʻikepili i hana ʻole ʻia (e laʻa me ka mea hoʻoheheʻe ʻikepili hoʻohenehene).

No laila, ʻaʻole mālama ʻia nā hiʻohiʻona, nā pilina a me nā ʻano helu helu i loko o ka ʻikepili kumu, hopu ʻia a hana hou ʻia i ka ʻikepili dummy i hana ʻia. No laila, ʻoi aku ka liʻiliʻi o ka ʻikepili dummy / mock data i ka hoʻohālikelike ʻana i ka ʻikepili kumu.

  • ʻO ka wā e hoʻohana ai: e hoʻololi i nā mea hōʻike pololei (PII) a i ʻole ka loaʻa ʻole o ka ʻikepili (akā) a ʻaʻole makemake ʻoe e hoʻolilo i ka manawa a me ka ikaika ma ka wehewehe ʻana i nā lula.

Hoʻokumu ʻia ka ʻike synthetic i ka lula

ʻO ka ʻikepili synthetic i hoʻokumu ʻia ma ke kānāwai he ʻikepili synthetic i hana ʻia e kahi pūʻulu kānāwai i wehewehe mua ʻia. ʻO nā hiʻohiʻona o kēlā mau lula i wehewehe mua ʻia e makemake ʻoe e loaʻa i ka ʻikepili synthetic me kahi waiwai haʻahaʻa, waiwai kiʻekiʻe a i ʻole ka waiwai awelika. ʻO kekahi o nā hiʻohiʻona, nā pilina a me nā ʻano helu helu, āu e makemake ai e hoʻopuka hou i ka ʻikepili synthetic i hoʻokumu ʻia i ka lula, pono e wehewehe mua ʻia.

No laila, ʻoi aku ka maikaʻi o ka ʻikepili e like me ke ʻano o nā lula i wehewehe mua ʻia. Loaʻa kēia i nā pilikia inā ʻoi aku ka nui o ka ʻikepili kiʻekiʻe. ʻO ka mea mua, hiki i kekahi ke wehewehe i nā lula palena wale nō e hopu ʻia i ka ʻikepili synthetic. Eia kekahi, ʻo ka hoʻonohonoho ʻana i nā lula he nui ka hopena maʻamau i nā lula a paʻa. Eia kekahi, ʻaʻole ʻoe e uhi piha i nā lula pili. Eia kekahi, aia paha nā lula pili āu i ʻike ʻole ai. A ʻo ka hope (a ʻaʻole e poina), e lawe kēia iā ʻoe i ka manawa a me ka ikaika e hopena ai i kahi hopena kūpono ʻole.

  • I ka wā e hoʻohana ai: inā ʻaʻohe āu ʻikepili (akā)

Nā ʻikepili synthetic i hana ʻia e ka naʻauao artificial (AI)

E like me kāu e manaʻo ai mai ka inoa, ʻo ka ʻikepili synthetic i hana ʻia e artificial intelligence (AI) he ʻikepili synthetic i hana ʻia e kahi algorithm artificial intelligence (AI). Hoʻomaʻamaʻa ʻia ke kumu hoʻohālike AI ma ka ʻikepili kumu e aʻo ai i nā ʻano āpau, nā pilina a me nā ʻano helu helu. Ma hope mai, hiki i kēia AI algorithm ke hana i nā ʻikepili hou loa a hoʻohālike i kēlā mau ʻikepili hou i ke ʻano e hoʻopuka hou ai i nā ʻano, nā pilina a me nā ʻano helu helu mai ka ʻikepili kumu. ʻO kēia ka mea a mākou i kapa ai he māhoe data synthetic.

Hoʻohālike ka hoʻohālike AI i ka ʻikepili kumu e hana i nā māhoe data synthetic i hiki ke hoʻohana ʻia e like me ka ʻikepili kumu. Wehe kēia i nā hihia hoʻohana like ʻole i hiki ke hoʻohana ʻia ka ʻikepili synthetic i hoʻohana ʻia ma ke ʻano he ʻokoʻa no ka hoʻohana ʻana i ka ʻikepili kumu (sensitive), e like me ka hoʻohana ʻana i ka ʻikepili synthetic i hana ʻia e AI e like me ka ʻikepili hōʻike, ka ʻikepili demo a i ʻole no ka analytics.

ʻO kahi hiʻohiʻona pehea e hana ʻia ai ka ʻikepili synthetic

I ka hoʻohālikelike ʻana i ka ʻikepili synthetic i hoʻokumu ʻia i ka lula: ma kahi o ʻoe e aʻo a wehewehe i nā lula pili, hana ʻo AI algorithm i kēia no ʻoe. Ma ʻaneʻi, ʻaʻole e uhi wale ʻia nā hiʻohiʻona, nā pilina a me nā ʻano helu helu āu i ʻike ai, e uhi ʻia nō hoʻi nā hiʻohiʻona, nā pilina a me nā ʻōnaehana helu āu i ʻike ʻole ai.

  • I ka wā e hoʻohana ai: inā loaʻa iā ʻoe (kekahi) ʻikepili i mea hoʻokomo e mimic a i ʻole e hoʻohana i wahi hoʻomaka no ka hana ʻikepili akamai a me nā hiʻohiʻona hoʻonui.

He aha ke ʻano o ka ʻikepili synthetic e hoʻohana ai?

Ma muli o kāu hihia hoʻohana, ʻōlelo ʻia ka hui ʻana o ka ʻikepili dummy / mock data, ka ʻikepili synthetic i hoʻokumu ʻia i ka lula a i ʻole ka ʻikepili synthetic i hana ʻia e ka naʻauao (AI). Hāʻawi kēia hiʻohiʻona iā ʻoe i kahi hōʻike mua o ke ʻano o ka ʻikepili synthetic e hoʻohana ai. Ke kākoʻo nei ʻo Syntho iā lākou a pau, e ʻoluʻolu e hoʻokaʻaʻike i kā mākou poʻe loea e hohonu hohonu i kāu hihia hoʻohana me mākou.

Hōʻike kēia pakuhi i nā ʻano ʻikepili synthetic like ʻole

uhi alakaʻi syntho

E mālama i kāu alakaʻi ʻikepili synthetic i kēia manawa!