Taunga wāhi e whakahaerehia ana nā AI: Te tere o ngā wā o te take, kāore e ngaro te tika

I roto i ngā rangahau, he mea nui te wā i ia haora. Ahakoa koe e whai ana ki te toro ki ngā wāhi whakamutunga mō te tangata i ngaro, ki te whakatere i tētahi hōtaka tāpirihanga mōhiohio mōhinuhinu, ka āwangawanga te taunga wāhi ā-ringa ki te kore e roa te wā. Kei te kimi mā runga ngā whakaahua Street View, ngā mea pāpāhoā i ngā mapi satellite, me te toro atu ki ngā tauira hanganga whare, engari he utu o ngā rā ki te wiki e puta mai ai.

Me te pikinga o ngā taputapu taunga wāhi e AI, kua whati te wā i roto i ngā wiki ki ngā hēkona. Ka tāpiri ngā pūnaha ki ētahi tohu ngākau i roto i tētahi whakaahua - mai i ngā āhua o te tipu ki ngā ānau o te papakā o te whare - ā, ka whakahoki ake ngā wāhitau lat/long me tētahi taumata whakaaetanga. I roto i tēnei tuhinga, ka torotoro mātou ki te pehea e whakamahia ai ēnei ahuatanga ki ngā hua o te ao, kāore e whakahekea te tika e whakahē ana ki te pūtake e whakamārama ana ki te kōti.

Te Taikaha o te Taunga Wāhi Tradītional

Ko te taunga wāhi ā-ringa he moko o te maharahara me te manawanui. Ka tīmata koe ki te mōhiotia tētahi tohu huarahi motuhake, ka whakaohohia e koe a Google Street View ki te whakapāha. Mēnā kua ngaro te metadata, kei runga koe i ngā tohu pīxel:

• Ngā tauira hanganga whare e tohu ana ki te hītori colonial o te rohe
• Ngā tipu me ngā kararehe e toro ana ki ngā rohe āhuarangi
• Ngā tohu rori me ngā momo pakitara e rerekē ana i ngā whenua

Ka hia koe e ia tohu ki tētahi tirotiro motuhake, ka tāpiritia te wā ki ia tirotiro, ā, ka taea te whakarauika i ngā aho rangahau maha mō tētahi whakaahua anake. Mātūkitea te tāpiri o ngā whakaahua i roto i tō take, ā, ka mārama ake te take ki te mea he mea roa ake te wā.

Me pēhea te AI e Tere ai te Taunga Wāhi

Ko ngā pūnaha taunga wāhi o nāianei e whakawhirinaki ana ki ngā whatunga neural convolutional i whakangungu ki runga i ngā miriona whakaahua i te taunga wāhitau. A te koe tuku i tētahi whakaahua, ka tirohia e te AI ngā tohu piri:

• Ngā āhua o te huawhenua me ngā tae hei tata ki te wāhitau me ngā āhuarangi
• Ngā rauemi whare me ngā momo matapihi e rite ana ki ngā tikanga hanga o te rohe
• Ngā tata o te whenua me ngā raina o te taumata wheo i ētahi tauira tauira ā-ipurangi

I roto i ngā hēkona, ka riro mai koe ki te arotaki o te wāhitau me tētahi tatauranga mōmori. Kātahi koe ki te tango i ngā tohu ki te ara whakahaere, ki te kore koe e herea ki te wā ju i roto i ētahi tohu.

Te Tiaki i te Tika Mā te Confidence Scores me te Arotake

Kei te nui te tere mēnā ka taea e koe te whakapono ki ngā hua. Anei ngā mea o taua pūnaha:

• Confidence Scores: Ēnei uara e āwhina ki te mōhio ki te taumaha ki runga i te output o te AI. Mā te nuinga o ngā tatauranga, te taunga e kitea ana he maha tohu whaimana. He tohu mō ngā whakaahua e whakaoho ana ki te tirotiro anō mō ngā mea iti ake, e pa ki te rōpū.
• Ngā Arotanga Tuarua: Mō ngā hua e wae kē, mō te waihanga i te arotake ā-ringa. Arotakehia te Street View hāere ki ngā wāhitau o te AI, mātaki ngā tohu ōrite, ki te toro ki ngā whatunga tohunga o te rohe.
• Ngā Rārangi Arotake: Ko ngā rapenga o ngā inferences kua tuhia ki te rohe e tohu ana ki te pūnaha o te rōpū, mai i te waahanga o te mōka o te tauira ki ngā waahanga e tino whakatauria. Ko tētahi rarangi aipurangi tēnei mō ngā kōrero taunakitanga mō te amt.

Mā te whakakotahi i te aunoa me te tirohanga tangata, ka taea te pupuri i te integrity o ō rātou hua.

Hākinakina o AI ki Ō Mahi Kōrero

Kua whakaarohia te whakatinanatanga o tēnei hangarau ki roto i ētahi tukanga. Anei me pēhea te timata:

1. Pilot With Low-Risk Cases: Tīkina ētahi rangahau kua katihia, ētahi mea iti, ki te tāpiri i te wā me te tika ki ngā paearu o mua.

2. Define SOPs Around Confidence Tiers: Whakatūhia ngā aratohu mō te wā ki te whakapono ki te AI anake (hei tauira, mena te tatauranga kei runga ake i te 85%), me te wā ki te whakatikatika ki te tangata (mēnā 70% rānei te tatauranga).

3. Train Your Team: Ensure every analyst understands the model’s strengths and limitations. Whakahaeretia ngā wananga e whakamārama ana i ngā wāhanga pai me ngā wāhanga o te take.

4. Maintain Ongoing Metrics: Arotakehia te wā to find, te tika o ngā whakamātautau, me te maha o ngā wā i pa ki te hua o te AI ki te whakataunga whakamutunga. Whakamahia ēnei matatini ki te whakahou i ō tikanga ki ngā wā kei te haere.

Mutu

Ko te whakakotahitanga o te AI me te taunga wāhi e whakarerekētia ana ngā mahi rangahau. Mā te wewete i ngā tohu matatini ki ngā taipitopito o ngā wāhitau me ngā tohu mōmori, ka mataara te mea i mua ake he mea nui ki te wā. Heoi, kāore e taea te tere ki te tika. Ko te pai ake ko te whakamahi i te tāhutanga aunoa, te whakamārama o ngā tatauranga, me te arotake tangata.

Mō ngā rangahau kāore e taea te whakatika, ka whakarato te taunga wāhi nā AI tētahi painga nui: te mākūkū i ngā wā, te tiaki i te tika, me te tuku kia mārama ō koutou tīma ki te tirohanga nui ake. I te reihi ki te wā — ahakoa te kimi i tētahi tangata i ngaro, ki te whakaatu i tētahi kaupapa whakahē scam — ka taea te painga tēnei te mea nui ake.

Kia rite koe ki te mōhio ki te āhei o te taunga wāhi nā AI ki ō rangahau? Whakapā atu ki te toro whakamātautau koreutu me te mārama ki te pēhea e tere ai ō wā o te take, me te kore e ngaro te tika.