Whakautu poto: Ka pā te AI ki te taiao mā te whakamahi hiko i roto i ngā pokapū raraunga (i te whakangungu me te whakatau o ia rā), me te wai hei whakamatao, me ngā pānga o te hanga taputapu me te para hiko. Mena ka piki ake te whakamahinga ki ngā piriona patai, ka nui ake te whakatau i te whakangungu; ki te ma ake ngā whatunga me te whai hua o ngā pūnaha, ka heke ngā pānga engari ka piki ake ngā painga.
Ngā kōrero matua hei whakaaroaro:
Hiko: Aroturuki i te whakamahinga o ngā rorohiko; ka heke ngā tukunga ina whakahaerehia ngā kawenga mahi i runga i ngā whatunga ma.
Wai: Ka rerekē ngā pānga o ngā kōwhiringa whakamatao; ko ngā tikanga wai te mea nui rawa atu i ngā wāhi torutoru.
Pūmārō: He nui ngā pānga o ngā maramara me ngā tūmau; ka roa ake te ora o ngā taputapu, ā, ka whakatairangahia te whakahoutanga.
Whakahokinga: Ka taea e te whai huatanga te whakapiki ake i te tono katoa; ka ine i ngā putanga, ehara i te mea ko ngā hua mō ia mahi anake.
Ngā hua whakahaere: Ngā tauira rahi-tika, te arotau i te whakatau, me te ripoata mārama i ngā inenga mō ia tono.

Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:
🔗 He kino te AI mō te taiao?
Tūhurahia te tapuwae waro o te AI, te whakamahinga hiko, me ngā tono mō ngā pokapū raraunga.
🔗 He aha te AI he kino mo te hapori?
Tirohia te whakaaro pākiki, te whakararuraru i ngā mahi, ngā kōrero teka, me te whānui haere o te kore taurite pāpori.
🔗 He aha te kino o te AI? Te taha pōuri o te AI
Kia mārama ki ngā mōrearea pēnei i te tirotiro, te raweke, me te ngaronga o te mana whakahaere tangata.
🔗 Kua nui rawa te ahunga whakamua o te AI?
Ngā tautohetohe mō ngā matatika, ngā ture, me ngā wāhi e tika ana kia whakatakotoria ai he rohe mō te auahatanga.
Te pānga o te AI ki te Taiao: te tirohanga poto ⚡🌱
Mena he iti noa iho ngā kōrero e maumahara ana koe, me kī ko ēnei:
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Ka whakamahia e te AI te pūngao - ko te nuinga i roto i ngā pokapū raraunga e whakahaere ana i ngā GPU/CPU mō te whakangungu me te "whakatau" o ia rā (mā te whakamahi i te tauira). IEA: Pūngao me te AI
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Ko te tikanga o te pūngao ko ngā tukunga - i runga i te ranunga whatunga ā-rohe me ngā kirimana hiko. IEA: Pūngao me te AI
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Ka taea e te AI te whakamahi i te nui o te wai - ko te nuinga mō te whakamatao i roto i ētahi pokapū raraunga. Li et al. (2023): Te Whakaiti i te "Maimoa" o te AI (PDF) US DOE FEMP: Ngā Huarahi Whai Hua mō te Whakamatao i te Wai mō ngā Pokapū Raraunga ā-Motu
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Ka whakawhirinaki te AI ki ngā mea ā-tinana - ngā maramara, ngā tūmau, ngā taputapu whatunga, ngā pākahiko, ngā whare… arā, ko te keri maina, te hanga, te tuku kaipuke, ā, i te mutunga ko te para-e. US EPA: Semiconductor Industry ITU: The Global E-waste Monitor 2024
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Ka taea e te AI te whakaiti i te pānga ki te taiao i ētahi atu wāhi - mā te arotau i ngā mahi kawe, te kite i ngā turuturu, te whakapai ake i te whai huatanga, te whakateretere i te rangahau, me te whakaiti i te maumau o ngā pūnaha. IEA: AI mō te arotautanga pūngao me te auahatanga
Ā, kei reira te wāhanga e warewarehia ana e te tangata: te tauine. He iti noa iho pea te uiuinga AI kotahi, engari he rerekē rawa ngā piriona o aua patai… he rite ki te pōro hukarere iti ka huri hei horonga nui rite ki te tūru. (He ahua hē taua kupu whakarite, engari kua mārama koe.) IEA: Pūngao me te AI
Ehara te tapuwae taiao o te AI i te mea kotahi - he puranga noa iho 🧱🌎
Ina tautohetohe te iwi mō te AI me te oranga tonutanga, ka kōrero noa rātou tetahi i tetahi nā te mea e tohu ana rātou ki ngā paparanga rerekē:
1) Tātaihia te hiko
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Ko te whakangungu i ngā tauira nunui ka hiahia pea kia oma kaha ngā tautau nui mō ngā wā roa. IEA: Pūngao me te AI
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Ka taea e te whakatau whakaaro (te whakamahinga o ia rā) te noho hei tapuwae nui ake i roto i te wā, nā te mea ka tupu tonu, i ngā wāhi katoa. IEA: Pūngao me te AI
2) Te utu mō te pokapū raraunga
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Te whakamatao, ngā ngaronga tohatoha hiko, ngā pūnaha tārua, ngā taputapu whatunga. LBNL (2024): Pūrongo Whakamahinga Pūngao o te Pokapū Raraunga o te Hononga o Amerika (PDF)
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Ka rerekē pea te pānga o te rorohiko kotahi ki te whenua, i runga i te pai o te mahi. Te Matatini Kakariki: PUE—He Tirotiro Whānui i te Ine
3) Wai me te wera
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He maha ngā whare e whakamahi tika ana, e whakamahi ā-kore rānei ana i te wai hei whakahaere i te wera. US DOE FEMP: Ngā Huarahi Whai Hua mō te Whakamatao i te Wai mō ngā Pokapū Raraunga ā-Motu Li et al. (2023): Te Whakaiti i te "Matewai" o te AI (PDF)
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Ka taea te whakahoki mai i te wera para, ka taea rānei te waiho noa iho hei hau wera. (Kāore i te pai.)
4) Te mekameka tuku taputapu
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Te keri me te whakamahine i ngā rauemi.
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Te hanga maramara me ngā tūmau (he nui te kaha). US EPA: Te ahumahi hiko hiko : Te whakaiti i te pānga taiao i roto i te hanga maramara
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Te tuku, te takai, te whakapai ake, te whakakapinga.
5) Ngā pānga whanonga me te hokinga whakamuri
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Mā te AI ka iti ake te utu me te māmā ake ngā mahi, ā, ka nui ake te mahi a te tangata. OECD (2012): Ngā Hua Maha o ngā Whakapainga Whai Hua Pūngao (PDF)
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Ka taea te whakaiti i te whai huatanga e te pikinga o te tono. Koinei te wāhanga e whakamāmā ake ai ahau. OECD (2012): Ngā Painga Maha o ngā Whakapainga Whai Hua Pūngao (PDF)
Nō reira, ina pātai mai tetahi me pēhea te pānga o te AI ki te Taiao, ko te whakautu tika: kei te paparanga e inehia ana e koe, me te tikanga o te "AI" i taua āhuatanga.
Te whakangungu me te whakatau: te rerekētanga e whakarerekē ana i ngā mea katoa 🧠⚙️
He pai ki te tangata te kōrero mō te whakangungu nā te mea he ahua whakaari - "i whakamahia e tētahi tauira te pūngao X." Engari ko te whakatau ko te mea nui. IEA: Pūngao me te AI
Te whakangungu (te hanganga nui)
He rite te whakangungu ki te hanga wheketere. Ka utua e koe te utu i mua: he nui te rorohiko, he roa te wā whakahaere, he maha ngā whakamātautau me ngā hapa (āe, he maha ngā "āe, kāore i pai, ngana anō"). Ka taea te whakapai ake i te whakangungu, engari ka taea tonu te nui. IEA: Pūngao me te AI
Whakatau (te whakamahinga o ia rā)
He rite te whakatau whakatau ki te wheketere e rere ana i ia rā, mō te katoa, i te tauine nui:
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Ngā karetao kōrerorero e whakautu ana i ngā pātai
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Te whakaputa whakaahua
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Te tūnga rapu
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Ngā Taunakitanga
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Kōrero-ki-te-kuputuhi
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Te kimi tinihanga
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Ngā kaiurungi tahi i roto i ngā tuhinga me ngā taputapu waehere
Ahakoa he iti noa iho ia tono, ka taea e te nui o te whakamahinga te whakaiti i te whakangungu. Koinei te āhua matarohia "kotahi te kakau he koretake, kotahi miriona te kakau he raruraru". IEA: Pūngao me te AI
He kōrero iti - he taumaha ake ētahi mahi AI i ētahi atu. Ko te whakaputa whakaahua, ko ngā ataata roa rānei he nui ake te hiahia ki te pūngao i te whakarōpūtanga tuhinga poto. Nō reira, ko te whakakotahi i te "AI" ki roto i te peere kotahi he rite ki te whakarite i te pahikara ki te kaipuke utanga, me te kī i a rāua ko te "kawe waka." IEA: Pūngao me te AI
Ngā pokapū raraunga: te hiko, te whakamatao, me taua kōrero wai marino 💧🏢
Ehara i te mea hou ngā pokapū raraunga, engari ka whakarerekē te AI i te kaha. Ka taea e ngā whakatere tere te kukume i te nui o te mana i roto i ngā wāhi kuiti, ka huri hei wera, me whakahaere. LBNL (2024): Pūrongo Whakamahinga Pūngao o te Pokapū Raraunga o te Hononga o Amerika (PDF) IEA: Pūngao me te AI
Ngā kaupapa matua mō te whakamatao (he māmā noa iho, engari he whai hua)
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Whakamatao hau: ngā pā hau, te hau matao, te hoahoa o ngā ara wera/ara matao. US DOE FEMP: Te Whai Hua o te Pūngao i roto i ngā Pokapū Raraunga
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Te whakamatao wai: he pai ake te mahi i roto i ngā whakatakotoranga kikī, engari ka uru pea ngā hanganga rerekē. ASHRAE (TC 9.9): Te Putanga Mai me te Whanuitanga o te Whakamatao Wai i roto i ngā Pokapū Raraunga Matua (PDF)
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Te whakamatao mimiti: ka taea te whakaiti i te whakamahinga hiko i ētahi āhuarangi engari he maha ngā wā ka piki ake te whakamahinga wai. US DOE FEMP: Ngā Huarahi Whai Hua mō te Whakamatao i te Wai mō ngā Pokapū Raraunga ā-Motu
Koinā te utu: ka taea e koe te whakaiti i te whakapaunga hiko mā te whakawhirinaki ki te whakamatao wai. I runga i te korenga o te wai o te rohe, tera pea he pai ... he raruraru tūturu rānei. Li et al. (2023): Te Whakaiti i te "Matewai" o te AI (PDF)
I tua atu, ko te nui o te pānga ki te taiao e whakawhirinaki ana ki:
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Kei hea te pokapū raraunga (he rerekē ngā tukunga whatunga) API Kaha Waro (GB) IEA: Pūngao me te AI
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Te whai huatanga o te whakahaere (he mea nui te whakamahinga) Te Matatini Kakariki: PUE—He Tirotiro Whānui i te Ine
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Ahakoa ka whakamahia anō te wera para
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Ngā kōwhiringa hoko pūngao (ngā rauemi whakahou, ngā kirimana wā roa, me ētahi atu)
Hei kōrero pono: he maha ngā wā ka whakaarohia te "pokapū raraunga" e te marea he rite ki te pouaka pango. Ehara i te mea kino, ehara i te mea makutu. He hanganga. He rite tana whanonga ki te hanganga.
Ngā maramara me ngā taputapu: te wāhanga ka pekehia e te tangata nā te mea he iti ake te ātaahua 🪨🔧
Ka ora te AI i runga i ngā taputapu. He huringa ora tō ngā taputapu, ā, he nui ngā pānga ki te huringa ora. US EPA: Semiconductor Industry ITU: The Global E-waste Monitor 2024
Te wāhi e puta ai te pānga ki te taiao
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Te tango rauemi: te keri me te whakamahine i ngā konganuku me ngā rauemi onge.
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Te Hanga: he uaua te hanga i ngā haurua-ā-ira, ā, he nui te pūngao e hiahiatia ana. US EPA: Te Ahumahi Haurua-ā-ira imec: Te whakaiti i te pānga ki te taiao i roto i te hanga maramara
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Te kawe waka: ka nekehia ngā wāhanga ki ngā wāhi katoa e ngā mekameka tuku taonga o te ao.
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Ngā huringa whakakapinga poto: mā ngā whakahoutanga tere ka piki ake te para-e me ngā tukunga kua whakatinanahia. ITU: Te Aroturuki Para-e Ao 2024
Para-e me ngā tūmau "tino pai"
Ehara i te mea nā te taputapu kotahi anake te kino o te taiao - engari nā te whakakapinga wawe nā te mea kāore e whai hua ana. Ka tere ake tēnei mā te AI nā te mea he nui ngā pikinga o te mahi. He pono te whakamatautauranga ki te whakahou i ngā taputapu. ITU: Te Aroturuki Para Hiko o te Ao 2024
He whakaaro whaihua: ko te whakaroa i te roa o te ora o ngā taputapu, te whakapai ake i te whakamahinga, me te whakahou anō he mea nui pērā i tētahi whakarerekētanga tauira papai. I ētahi wā ko te GPU matomato rawa atu te mea kāore koe e hoko. (He rite ki te pepeha tēnei, engari he… he pono anō hoki.)
Te pānga o te AI ki te Taiao: te huringa whanonga "ka wareware te iwi ki tēnei" 🔁😬
Anei te wāhanga pāpori whakamā: Mā te AI ka māmā ake ngā mea, kia nui ake ai ngā mahi a te tangata. He mea whakamiharo tēnā - he nui ake te hua, he nui ake te auahatanga, he nui ake te urunga atu. Engari he tikanga anō hoki tēnei kia nui ake te whakamahinga rauemi whānui. OECD (2012): Ngā Painga Maha o ngā Whakapainga Whai Hua Pūngao (PDF)
Ngā tauira:
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Ki te whakaiti i te utu o te whakaputa ataata mā te AI, ka nui ake ngā ataata ka whakaputaina e te tangata.
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Ki te whai hua ake te hangarau mohio ki te pānuitanga, ka nui ake ngā pānuitanga e tukuna ana, ā, ka nui ake ngā taunekeneke ka takahuri.
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Ki te whakapiki ake te AI i te whai huatanga o ngā mahi tuku kaipuke, ka taea e te hokohoko ipurangi te whakanui ake i te tauine.
Ehara tēnei i te take e mataku ai. He take tēnei hei ine i ngā putanga, ehara i te mea ko te whai huatanga anake.
He kupu whakarite kāore i tino tika engari he ngahau: He rite te whai huatanga o te AI ki te hoatu i tētahi pouaka whakamātao nui ake ki tētahi taiohi - āe, ka pai ake te rokiroki kai, engari i tētahi āhua ka noho kau anō te pouaka whakamātao i roto i te rā kotahi. Ehara i te kupu whakarite tino tika, engari… kua kite koe i tēnei mea e tupu ana 😅
Ko te painga: Ka taea e te AI te āwhina pono i te taiao (ina tika te whāinga) 🌿✨
Nā, ko te wāhanga e whakaititia ana: Ka taea e te AI te whakaiti i ngā tukunga me ngā para i roto i ngā pūnaha o nāianei… he pono, kāore i te ātaahua. IEA: AI mō te arotautanga pūngao me te auahatanga
Ngā wāhi ka taea e te AI te āwhina
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Ngā whatunga pūngao: te matapae kawenga, te urupare tono, te whakauru i ngā pūngao whakahou taurangi. IEA: AI mō te arotau pūngao me te auahatanga
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Ngā Whare: te whakahaere HVAC atamai ake, te tiaki matapae, te whakamahinga pūngao e hangai ana ki te nohoanga. IEA: Te mamati
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Te kawe waka: te arotau i te huarahi, te whakahaere i ngā waka, te whakaiti i ngā maero takoto kau. IEA: Te AI mō te arotau i te pūngao me te auahatanga
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Te hanga: te kimi hapa, te whakatikatika tukanga, te whakaiti i ngā para.
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Ahuwhenua: te whakamakuku tika, te kimi pepeke, te arotau i te tongi.
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Te aroturukitanga taiao: te kimi i ngā turuturu methane, te whai i ngā tohu whakangaromanga ngahere, te mahere i ngā tauira koiora kanorau. UNEP: Te mahi a MARS Te Tirotiro Ngāhere Ao: Ngā whakatūpato whakangaromanga ngahere GLAD Te Whare Wānanga Alan Turing: Te AI me ngā pūnaha motuhake mō te aromatawai i te koiora kanorau
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Ōhanga porowhita: he pai ake te wehewehe me te tautuhi i roto i ngā awa hangarua.
He kōrero nui: Kāore te "āwhina" a te AI e whakakore aunoa i te tapuwae o te AI. Kei runga i te whakamahinga tūturu o te AI, me te arahi ki ngā whakahekenga tūturu, kaua ki ngā papaaho pai ake. Ae, he tūturu te pūmanawa. IEA: AI mō te arotautanga pūngao me te auahatanga
He aha te mea e pai ai te putanga o te AI hoa-taiao? ✅🌍
Koinei te wāhanga "āe, me aha tātou". Ko te whakaritenga AI pai e aro ana ki te taiao he mea whai ake:
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Uara whakamahinga mārama: Ki te kore te tauira e whakarerekē i ngā whakataunga, i ngā putanga rānei, he rorohiko auaha noa iho.
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Inenga kua tunua ki roto: Ngā inenga pūngao, ngā whakatau tata waro, te whakamahinga, me te whai huatanga i arohia pērā i tētahi atu KPI. CodeCarbon: Tikanga
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Ngā tauira rahi tika: Whakamahia ngā tauira iti ina mahi ngā tauira iti. Ehara i te mea he koretake te whai hua.
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Te hoahoa whakatau whai hua: te pupuri raraunga, te puranga, te ine ine, te tiki, me ngā tauira akiaki pai. Gholami et al. (2021): Te Rangahau i ngā Tikanga Ine (PDF) Lewis et al. (2020): Te Whakaputa Whakanuia-Tikina
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Te mōhio ki ngā taputapu me te wāhi: whakahaere i ngā mahi ina he ma ake te whatunga whatunga, ā, he pai te hanganga (inā taea). Te API Kaha Waro (GB)
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Te roa o te ora o ngā taputapu: te whakanui ake i te whakamahinga, te whakamahi anō, me te whakahou. ITU: Te Aroturuki Para Hiko o te Ao 2024
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Pūrongo tika: karohia ngā kupu huna mō te taiao me ngā kereme koretake pēnei i te "AI hoa-taiao" kāore he tau.
Mena kei te whai tonu koe i te pānga o te AI ki te Taiao, koinei te wā ka mutu te whai whakaaro noa iho o te whakautu, ka huri hei mahi: ka pā ki a ia i runga i ō whiringa.
Ripanga Whakataurite: ngā taputapu me ngā huarahi hei whakaiti i te pānga 🧰⚡
Kei raro nei tētahi ripanga tere, whai hua hoki. Kāore i te tino tika, āe, he iti noa ngā pūtau he āhua whakaaro nui… nā te mea koinei te mahi a te whiriwhiri taputapu tūturu.
| Utauta / Huarahi | hunga whakarongo | Utu | He aha i mahi ai | |
|---|---|---|---|---|
| Ngā whare pukapuka aroturuki waro/pūngao (ngā tātaitanga wā-oma) | Ngā tīma ML | Āhua kore utu | Ka kitea - ko te haurua tēnei o te pakanga, ahakoa he pōuriuri ngā whakatau tata.. | WaroWaehere |
| Aroturuki mana pūmārō (whakawhitiwhiti GPU/CPU) | Infra + ML | Koreutu | Ine i te whakapaunga tūturu; pai mō te whakataurite i ngā oma (kāore i te kanapa engari he koura) | |
| Te whakahoroi tauira | Ngā kaihangarau ML | Kore utu (he utu wā 😵) | He maha ngā wā ka rite te mahi a ngā tauira ākonga iti ake me te iti ake o te utu whakatau | Hinton et al. (2015): Te Whakamaeneene i te Mātauranga i roto i te Whatunga Io |
| Te ine ine (te whakatau tika iti iho) | Hua ML + | Koreutu | Ka whakaiti i te whakaroa me te whakamahinga hiko; i ētahi wā he iti noa ngā tauwhitinga kounga, i ētahi wā kāore he | Gholami et al. (2021): Arotakenga o ngā Tikanga Ine (PDF) |
| Te pupuri + te whakatau puranga | Hua + tūāpapa | Koreutu | Ka whakaiti i te maha o ngā rorohiko; he tino whai hua mō ngā akiaki e whakahokia ana, ngā tono rite rānei | |
| Te whakatupuranga whakarei-whakahoki (RAG) | Nga roopu tono | Whakaranu | Ka utaina te "mahara" ki te tiki; ka taea te whakaiti i te hiahia mō ngā matapihi horopaki nui | Lewis et al. (2020): Te Whakatipuranga Whakanuia-Whakahoki |
| Te whakarite i ngā mahi mā te kaha o te waro | Ngā mahi ā-roto | Whakaranu | Ka nekehia ngā mahi ngāwari ki ngā matapihi hiko ma ake - engari me mahi tahi | API Kaha Waro (GB) |
| Te arotahi ki te whai huatanga o te pokapū raraunga (te whakamahinga, te whakakotahitanga) | Te kaiārahi hangarau mōhiohio | Utu (te tikanga) | Ko te rīpene iti rawa te ataahua, engari ko te mea nui rawa atu - kati te whakahaere i ngā pūnaha haurua-kore | Te Whatunga Kakariki: PUE |
| Ngā kaupapa whakamahi anō i te wera | Ngā Whare | Kei runga i tēnā | Ka huri i te wera para hei uara; kāore i te taea i ngā wā katoa, engari ki te taea, he tino ataahua | |
| "Me whai AI tātou i konei?" tirohia | Te katoa | Koreutu | Ārai i te tatau koretake. Ko te arotautanga tino kaha ko te kī kāo (i ētahi wā) |
Kei te kite koe i te mea e ngaro ana? "Hokona he tapanga kakariki makutu." Kāore taua mea i te tīariari 😬
He pukapuka whai hua: te whakaiti i te pānga o te AI me te kore e whakamate i te hua 🛠️🌱
Mena kei te hanga, kei te hoko rānei koe i ngā pūnaha AI, anei tētahi raupapatanga tūturu e whai hua ana i roto i te mahi:
Hipanga 1: Tīmata ki te ine
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Aroturukihia te whakamahinga pūngao, whakatau tata rānei i te whakamahinga i ia wā. CodeCarbon: Tikanga Mahi
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Inehia mō ia oma whakangungu me ia tono whakatau.
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Aroturuki i te whakamahinga - he huarahi pea tā ngā rauemi mangere ki te huna i roto i te tirohanga whānui. Te Whatunga Kakariki: PUE
Hipanga 2: Whakaritea te rahi o te tauira ki te mahi
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Whakamahia ngā tauira iti ake mō te whakarōpūtanga, te tango, me te ara.
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Tiakina te tauira taumaha mō ngā pouaka mārō.
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Whakaarohia he "tauira rerenga": ko te tauira iti i te tuatahi, ko te tauira nui anake mēnā e tika ana.
Hipanga 3: Arotauhia te whakatau (koinei te wāhi e ngau ai te tauine)
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Te Kete: te penapena i ngā whakautu mō ngā pātai e whakahuatia ana (me ngā mana whakahaere tūmataitinga āta).
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Te whakarōpū: ngā tono rōpū hei whakapai ake i te whai huatanga o ngā taputapu.
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Ngā putanga poto: he nui ake te utu mō ngā putanga roa - i ētahi wā kāore koe e hiahia ki te tuhinga.
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Te whiu tere: mā ngā tohutohu paru ka roa ake ngā ara rorohiko… āe, he nui ake ngā tohu.
Hipanga 4: Whakapai ake i te akuaku o ngā raraunga
Kāore tēnei e pā ana ki tētahi atu, engari kāore:
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Ka taea e ngā huinga raraunga ma ake te whakaiti i ngā huringa whakangungu anō.
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Ko te iti o te haruru he iti ake ngā whakamātautau, ā, ko te iti hoki o ngā oma e maumauria ana.
Hipanga 5: Whakamahia te taputapu hei taonga, kaua hei mea whakakorekore
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Whakaroahia ngā huringa whakahou ki te taea. ITU: Te Aroturuki Para Hiko o te Ao 2024
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Whakamahia anō ngā taputapu tawhito mō ngā mahi māmā ake.
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Āta karohia te whakarato "i ngā wā katoa e tino pīki ana".
Hipanga 6: Kōwhiria te whakatinanatanga me te whakaaro nui
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Whakahaerehia ngā mahi ngāwari ki ngā wāhi he ma ake te hiko mēnā ka taea e koe. API Kaha Waro (GB)
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Whakaitihia te tāruarua kore e hiahiatia.
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Kia mau tonu te whainga whakaroa (ka kore pea e whai hua ngā tatūnga "tonu" nā te whakaroa tino iti).
Āe… i ētahi wā ko te mahi pai ko te: kaua e whakahaere aunoa i te tauira nui rawa atu mō ia mahi a te kaiwhakamahi. He rite tonu taua whanonga ki te waiho i ngā rama katoa kia kā nā te mea he hoha te hikoi ki te pana.
Ngā pūrākau noa (me te mea e tata ana ki te pono) 🧠🧯
Pūrākau: "He kino ake te AI i ngā pūmanawa tuku iho"
Pono: Ka taea e te AI te whakamahi i ngā rorohiko, engari ka taea hoki e ia te whakakapi i ngā tukanga ā-ringa koretake, te whakaiti i te para, me te arotau i ngā pūnaha. He āhuatanga noa iho. IEA: AI mō te arotau pūngao me te auahatanga
Pūrākau: "Ko te whakangungu anake te raru"
Pono: Ka taea e te whakatau tauine te whakahaere i te roanga o te wā. Mena ka pahū te whakamahinga o tō hua, ka noho koinei te kaupapa matua. IEA: Pūngao me te AI
Pūrākau: "Ka whakaotihia tonutia e ngā pūngao hou"
Pono: He nui te āwhina a te hiko ma, engari kāore e whakakore i te tapuwae taputapu, te whakamahinga wai, ngā pānga whakahokinga rānei. Heoi anō, he mea nui tonu. IEA: Pūngao me te AI
Pūrākau: "Ki te whai hua, ka pumau"
Pono: Ahakoa te whai huatanga me te kore e whakahaere i te tono, ka taea tonu te whakanui ake i te pānga katoa. Koinei te mahanga whakahoki. OECD (2012): Ngā Painga Maha o ngā Whakapainga Whai Huatanga Pūngao (PDF)
Te whakahaere, te māramatanga, me te kore e whakaari i tēnei mea 🧾🌍
Mena he kamupene koe, koinei te wāhi e hangaia ai, e ngaro ai rānei te whakawhirinaki.
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Pūrongohia ngā inenga whai tikanga: mō ia tono, mō ia kaiwhakamahi, mō ia mahi - kaua ko ngā tapeke whakamataku nui anake. LBNL (2024): Pūrongo Whakamahinga Pūngao o te Pokapū Raraunga o te Hononga o Amerika (PDF)
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Āta karohia ngā kereme koretake: kāore he tikanga o te "AI matomato" mēnā kāore he tau, he rohe rānei.
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Whakaarohia te wai me te pānga ā-rohe: ehara i te waro anake te taurangi taiao. Li et al. (2023): Te Whakaiti i te "Matewai" o te AI (PDF)
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Hoahoa mō te aukati: ngā urupare poto taunoa, ngā aratau utu iti, ngā tautuhinga "taiao" e mahi ana i tetahi mea.
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Whakaarohia te ōritetanga: ko te whakamahi nui i ngā rauemi ki ngā wāhi he iti te wai, he pakarukaru rānei, he hua kei tua atu i tō ripanga tātai. US DOE FEMP: Ngā Huarahi Whai Hua mō te Whakamatao i te Wai mō ngā Pokapū Raraunga ā-Motu
Koinei te wāhanga e huri ai ngā kanohi o te tangata, engari he mea nui. Ehara i te mea ko te hangarau atamai anake te kaupapa o te hangarau haepapa. Engari ko te kore e whakaari kāore he taupatupatu.
Whakarāpopototanga whakamutunga: he whakarāpopototanga poto mō te pānga o te AI ki te Taiao 🌎✅
Te pānga o te AI ki te Taiao ka whakawhirinaki ki te taumahatanga tāpiri: te hiko, te wai (i ētahi wā), me te tono taputapu. IEA: Energy and AI Li et al. (2023): Te Whakaiti i te "Matewai" o te AI (PDF) Ka tukuna hoki e ia he taputapu kaha hei whakaiti i ngā tukunga me ngā para i roto i ētahi atu rāngai. IEA: AI mō te arotautanga me te auahatanga o te pūngao Ko te hua whānui ka whakawhirinaki ki te tauine, te ma o te whatunga, ngā kōwhiringa whai hua, me te mea kei te whakaoti rapanga tūturu te AI, kei te whakaputa noa rānei i te mea hou hei whakaaro hou. IEA: Energy and AI
Mena kei te hiahia koe i te huarahi tino māmā hei tango:
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Ine.
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Rahi tika.
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Arotauhia te whakatau whakatau.
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Whakaroa ake i te ora o ngā taputapu.
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Kia pono te kōrero mō ngā whakamāoritanga.
Ā, ki te mea kei te pōuri koe, anei tētahi pono whakamarie: ko ngā whakataunga whakahaere iti, e whakahokia ana kia mano ngā wā, ka hinga i te nuinga o te wā i tētahi kōrero nui mō te oranga tonutanga. He rite ki te parai i ō niho. Ehara i te mea whakamīharo, engari he pai te mahi…
Tauira o te ao tūturu: Te tapahi i te tapuwae o tētahi kaiawhina AI tautoko kiritaki 🌱🎧
Horopaki
Whakaarohia he kaihokohoko ipurangi iti e hiahia ana ki te whakamahi i te AI hei whakautu i ngā pātai a ngā kaihoko e pā ana ki ngā wā tuku, ngā whakahokinga mai, ngā mōkihi pakaru, me te rahi o ngā hua.
He moumou te putanga tuatahi: ka tukuna tika atu ngā karere a te kiritaki ki te tauira nui rawa atu e wātea ana, ahakoa he māmā noa te pātai. Ka tuhi hoki te kaiawhina i ngā whakautu roa rawa, ka tāruatia te tuhinga kaupapa here, ā, ka whakautua anō ngā pātai ōrite i ngā mano tini wā, kaua ki te whakamahi anō i ngā whakautu kua whakaaetia.
Ehara i te mea ko te "kore AI" te whakatakotoranga whai hua. Engari he AI rahi tika: whakamahia ngā taputapu māmā ake mō ngā mahi ngāwari, waiho te tauira nui ake mō ngā take uaua, ā, inehia te pānga mō ia tīkiti kua whakatauhia.
Ngā mea e hiahiatia ana e te kaiawhina
Mā te tīma e whakarite:
He kaupapa here whakahoki moni o nāianei
Ngā ture tuku mā te rohe
Ngā tuhipoka rahi hua
He kaupapa here whakapiki poto mō ngā whakahokinga moni, ngā amuamu, me ngā take ture
He rārangi o ngā pātai e 50 a ngā kiritaki
Ngā whakautu poto kua whakaaetia mō ngā pātai whakahoki
He pepa aroturuki māmā me ēnei: te momo tono, te tauira i whakamahia, te roa o te whakautu, mēnā i hiahiatia he whakapikinga, me te mēnā i paahitia te whakautu e te tangata
Tauira tohutohu
Whakamahia te tauira iti rawa e tika ana, te whakautu rānei e ahu mai ana i ngā ture i te tuatahi. Whakamahia te tauira nui anake ina kore e mārama te pātai a te kiritaki, he kare ā-roto, he maha ngā take kei roto, he hiahia rānei kia whakakotahihia ngā mōhiohio mai i ngā kaupapa here neke atu i te kotahi. Kaua e whakautua kia iti iho i te 120 kupu mēnā kāore te kiritaki e tono taipitopito. Mena he iti te whakapono, pātaihia tētahi pātai whakamārama, tukuna atu rānei ki tētahi tangata. Kaua e tito noa i ngā rā tuku, ngā whakaaetanga whakahoki moni, ngā tūponotanga kaupapa here rānei.
Me pēhea te whakamātautau
Whakahaerehia he whakamātautau 50-tikiti i mua i te whakarewatanga:
10 ngā pātai tuku
10 ngā pātai whakahoki
10 ngā pātai mō te rahi o te hua
10 ngā amuamu mō ngā taonga kua pakaru
10 ngā karere ranu, kāore rānei i te mārama
Mō ia whakautu, tirohia:
I tika te kaupapa here i whakamahia?
I taea e tētahi whakautu kua whakaaetia kua puritia te whakatau i tēnei?
I hiahiatia te tauira nui ake?
I poto noa te whakautu a te kaiawhina?
I tito kōrero mai rānei tētahi whakautu?
I tika te horapa o ngā kēhi tairongo?
Ko te tohu tika mō te whiwhinga moni he penei: 95% te tika o te kaupapa here, 0 ngā kupu whakaari whakahoki moni i hangaia, me te 100% te whakapiki i ngā amuamu e pā ana ki ngā tautohe utu, ngā tūmomo whakawehi ture rānei.
Hua
He hua tauira, i runga i te wā me te tatau i tētahi whakamātautau 50-tikiti i mua atu, ā, i muri i te arotautanga:
I mua i te arotautanga, i whakamahia e ngā tīkiti 50 katoa te tauira nui ake, me te roanga whakautu toharite o te 210 kupu.
I muri i te arotautanga, e 31 ngā tīkiti i whakamahi i ngā whakautu kua whakaaetia kua keterokihia, e 14 i whakamahi i tētahi tauira iti ake, ā, e 5 anake i whakamahi i te tauira nui ake.
I heke te roa toharite o ngā whakautu mai i te 210 kupu ki te 92 kupu.
I heke te wā arotake tangata mai i te 4 hāora 10 meneti ki te 1 hāora 25 meneti.
I kitea e te tīma e rua ngā whakautu kaupapa here hē i te whakamātautau tuatahi, kātahi ka 0 ngā whakautu kaupapa here hē i muri i te whakahōu i ngā tuhinga pūtake me te tāpiri i ngā ture whakapiki ake mārama ake.
Kāore tēnei e whakaatu ana he "kakariki" te kaiawhina. E whakaatu noa ana i te momo ine e taea ai te tirotiro i te kereme taiao: he iti ake ngā karangatanga tauira taumaha, he poto ake ngā putanga, he iti ake ngā whakatupuranga e whakahokia ana, me te iti ake o ngā huringa arotake ka taea te karo.
He aha te mea ka hē
Ka taea tonu e te kaiawhina te moumou i te rorohiko mēnā ka tukuna ngā karere koretake katoa ki te tauira nui rawa atu "mēnā pea".
Ka noho mōrearea pea ngā whakautu kua keterokihia mēnā ka huri te kaupapa here whakahoki, ā, kāore he tangata e whakahōu ana.
Ka taea e ngā whakautu poto te whakapōrearea i ngā kiritaki mēnā ka tangohia ngā kōrero nui.
Ka taea e ngā kereme mō te waro, te pūngao rānei te huri hei horoi taiao mēnā ka ripoata noa te kamupene i ngā ōrau penapena me te kore e whakaatu i te tikanga ine.
Ko te hapa nui ko te whakaaro ko te whiriwhiri tauira anake te mea nui. I roto i te mahi, ko te rerenga mahi matomato ake ka ahu mai i te ara, te pupuri raraunga, ngā putanga poto ake, ngā tuhinga pūtake pai ake, me te arotake tangata mō ngā take morearea nui.
He kai tango-ā-ringa whai hua
Ehara i te mea tino ataahua te pūnaha AI iti-pānga. Koinei te mea e ine ana i te whakamahinga pono, e karo ana i ngā whakatau taumaha koretake, e whakamahi anō ana i ngā whakautu kua whakaaetia ina taea, ā, e tuku tonu ana i te mana whakahaere ki te tangata mō ngā whakataunga nui.
Ngā Pātai Auau
He pēhea te pānga o te AI ki te taiao i ia rā, ehara i te mea ko ngā taiwhanga rangahau nui anake?
Ko te nuinga o ngā mahi a te AI i ahu mai i te hiko e whakakaha ana i ngā pokapū raraunga e whakahaere ana i ngā GPU me ngā CPU i te wā whakangungu me te "whakatau" o ia rā. Ahakoa he iti noa te tono kotahi, i te nuinga o te wā ka tere te kohikohi o aua tono. Ka whakawhirinaki anō hoki te pānga ki te wāhi e tū ai te pokapū raraunga, te ma o te whatunga ā-rohe, me te whai hua o te whakahaere i te hanganga.
He kino atu rānei te whakangungu i tētahi tauira AI mō te taiao i te whakamahi i taua tauira (whakatau)?
He tere te whakangungu, he tere hoki te whakamahi i te rorohiko, engari ka nui ake te hua o te whakatau i roto i te wā, nā te mea ka rere tonu, ka nui hoki te tauine. Mena ka whakamahia he taputapu e te miriona tāngata i ia rā, ka nui ake te utu o ngā tono e tonoa ana i te utu whakangungu kotahi. Koia te take e aro nui ai te arotakenga ki te whai huatanga o te whakatau.
He aha te take e whakamahia ai e te AI te wai, ā, he raruraru tonu rānei?
Ka taea e te AI te whakamahi i te wai nā te mea ka whakawhirinaki ētahi pokapū raraunga ki te whakamatao wai, nā te mea rānei ka pau te wai mā te whakaputa hiko. I ētahi āhuarangi, ka taea e te whakamatao mimiti te whakaiti i te whakamahinga hiko me te whakapiki i te whakamahinga wai, ka hanga he taupatupatu tūturu. Ko te "kino" rānei, kei runga i te korenga o te wai o te rohe, te hoahoa whakamatao, me te ine me te whakahaere i te whakamahinga wai.
He aha ngā wāhanga o te tapuwae taiao o te AI i ahu mai i ngā taputapu me ngā para hiko?
Ko te AI e whakawhirinaki ana ki ngā maramara, ngā tūmau, ngā taputapu whatunga, ngā whare, me ngā mekameka tuku - arā, ko te keri, te hanga, te tuku kaipuke, me te whakakorenga atu. He nui te kaha e pau ana i te hanga hiko hiko, ā, ka taea e ngā huringa whakapai ake tere te whakanui ake i ngā tukunga me ngā para hiko. Mā te whakaroa i te ora o ngā taputapu, te whakahou, me te whakapai ake i te whakamahinga ka taea te whakaiti i te pānga, i ētahi wā ka rite ki ngā huringa taumata-tauira.
Ka whakatauhia e te whakamahi i te pūngao hou ngā pānga o te AI ki te taiao?
Ka taea e te hiko ma ake te whakaiti i ngā tukunga mai i te rorohiko, engari kāore e muku i ētahi atu pānga pēnei i te whakamahinga wai, te hanga taputapu, me te para hiko. Kāore hoki e aro aunoa ki ngā "pānga whakaora", ina hua ake te whakamahinga nui ake o te rorohiko iti te utu. He mea nui ngā rauemi whakahou, engari he wāhanga noa iho ēnei o te puranga tapuwae.
He aha te pānga whakaora, ā, he aha te hiranga o tēnei mō te AI me te oranga tonutanga?
Ko te pānga whakahokinga mai ko te wā e iti ake ai te utu, e māmā ake ai rānei te mahi a te tangata i ngā hua o te whai huatanga, ā, ka nui ake te mahi a te tangata – i ētahi wā ka ngaro atu ngā penapena. Mā te hangarau mohio, ka taea e te whakaputanga iti ake te utu, te aunoatanga rānei te whakanui ake i te tono katoa mō ngā ihirangi, ngā rorohiko, me ngā ratonga. Koia te take he mea nui ake te ine i ngā putanga i roto i te mahi i te whakanui i te whai huatanga i te wā kotahi.
He aha ngā huarahi whai hua hei whakaiti i te pānga o te AI me te kore e kino ki te hua?
Ko tētahi huarahi noa ko te tīmata ki te ine (te whakatau tata o te pūngao me te waro, te whakamahinga), kātahi ka tika te rahi o ngā tauira ki te mahi, ka arotau i te whakatau mā te pupuri, te puranga, me ngā putanga poto ake. Ka taea e ngā tikanga pēnei i te ine ine, te whakahoro, me te whakaputanga-whakanuia-whakahoki te whakaiti i ngā hiahia rorohiko. Ko ngā kōwhiringa whakahaere - pēnei i te whakarite mahi mā te kaha o te waro me te roa o te ora o ngā taputapu - he maha ngā wā ka puta he wikitoria nui.
Me pēhea e taea ai e te AI te āwhina i te taiao, kaua e kino?
Ka taea e te AI te whakaiti i ngā tukunga me ngā para ina whakamahia hei arotau i ngā pūnaha tūturu: te matapae whatunga, te urupare tono, te whakahaere HVAC whare, te ara whakahaere ratonga, te tiaki matapae, me te kimi turuturu. Ka taea hoki e ia te tautoko i te aroturuki taiao pēnei i ngā whakatūpato whakangaromanga ngahere me te kimi methane. Ko te mea nui ko te whakarerekētanga o ngā whakataunga e te pūnaha, me te whakaputa whakaiti ine, kaua ko ngā papaaho pai ake.
He aha ngā inenga me pūrongo e ngā kamupene hei karo i ngā kereme "greenwashing" AI?
He nui ake te whai tikanga o te ripoata i ngā inenga mō ia mahi, mō ia tono rānei, i te ripoata i ngā tau katoa nui anake, nā te mea e whakaatu ana i te whai huatanga i te taumata waeine. Mā te aroturuki i te whakamahinga pūngao, ngā whakatau tata waro, te whakamahinga, me - i ngā wā e tika ana - ngā pānga ki te wai ka mārama ake te kawenga. He mea nui anō hoki: tautuhia ngā rohe (ngā mea kei roto) me te karo i ngā tapanga koretake pēnei i te "AI hoa-taiao" me te kore he taunakitanga ine.
Ngā Tohutoro
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Te Tari Pūngao o te Ao (IEA) - Pūngao me te AI - iea.org
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Te Tari Pūngao o te Ao (IEA) - Te Pūnaha Whakaora Pūngao mō te arotau me te auahatanga pūngao - iea.org
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Te Tari Pūngao o te Ao (IEA) - Te Whakamamati - iea.org
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Te Taiwhanga ā-Motu o Lawrence Berkeley (LBNL) - Pūrongo Whakamahinga Pūngao o te Pokapū Raraunga o te Hononga o Amerika (2024) (PDF) - lbl.gov
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Li et al. - Te Whakaiti i te "Mahainu" o te AI (2023) (PDF) - arxiv.org
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ASHRAE (TC 9.9) - Te Putanga Mai me te Whanuitanga o te Whakamatao Wai i roto i ngā Pokapū Raraunga Matua (PDF) - ashrae.org
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Te Matatini Kakariki - PUE-He Tirotiro Whānui o te Ine - thegreengrid.org
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Te Tari Pūngao o Amerika (DOE) - FEMP - Ngā Huarahi Whai Hua mō te Whakamatao i te Wai mō ngā Pokapū Raraunga ā-Motu - energy.gov
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Te Tari Pūngao o Amerika (DOE) - FEMP - Te Whai Hua o te Pūngao i roto i ngā Pokapū Raraunga - energy.gov
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Te Tari Tiaki Taiao o Amerika (EPA) - Ahumahi Ārahi-ā-Waka - epa.gov
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Te Uniana Whakawhitiwhiti Kōrero ā-Ao (ITU) - Te Aroturuki Para Hiko ā-Ao 2024 - itu.int
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OECD - Ngā Hua Maha o ngā Whakapainga Whai Hua Pūngao (2012) (PDF) - oecd.org
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API Kaha Waro (GB) - carbonintensity.org.uk
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imec - Te whakaiti i te pānga ki te taiao i roto i te hanga maramara - imec-int.com
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UNEP - Te mahi a MARS - unep.org
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Te Mataaratanga Ngāhere o te Ao - Ngā whakatūpato mō te whakangaromanga ngahere GLAD - globalforestwatch.org
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Te Whare Wānanga o Alan Turing - Te Pūnaha Hangarau Mōhiohio me ngā Pūnaha Motuhake mō te Aromatawai i te Koiora me te Hauora o te Pūnaha Rauropi - turing.ac.uk
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CodeCarbon - Tikanga - mlco2.github.io
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Gholami me ētahi atu - Arotakenga o ngā Tikanga Ine (2021) (PDF) - arxiv.org
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Lewis me ētahi atu - Whakatipuranga Whakanuia-Whakahoki (2020) - arxiv.org
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Hinton me ētahi atu - Te Whakamaeneene i te Mātauranga i roto i te Whatunga Io (2015) - arxiv.org
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CodeCarbon - codecarbon.io