Ka puta te AI i ngā wāhi katoa - i runga i tō waea, i roto i tō pouakaroto, e akiaki ana i ngā mapi, e tuhi ana i ngā īmēra i whakaarohia e koe kia tuhia. Engari he aha te AI ? He whakarāpopototanga: he paihere tikanga e taea ai e ngā rorohiko te mahi i ngā mahi e hono ana ki te hinengaro tangata, pērā i te mōhio ki ngā tauira, te whakatakoto matapae, me te whakaputa reo, whakaahua rānei. Ehara tēnei i te hokohoko ā-ringa. He mara whenua me te pāngarau, raraunga, me te maha o ngā whakamātautau-me-te-hē. Ka whakaahuahia e ngā tohutoro mana te AI hei pūnaha ka taea te ako, te whakaaro, me te mahi ki ngā whāinga i roto i ngā huarahi e kitea ana e tātou he mohio. [1]
Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:
🔗 He aha te AI pūtake tuwhera?
Kia mārama ki te AI pūtake tuwhera, ngā painga, ngā tauira raihana, me te mahi tahi a te hapori.
🔗 He aha te whatunga io i roto i te AI?
Akohia ngā kaupapa matua o te whatunga io, ngā momo hoahoanga, te whakangungu, me ngā whakamahinga noa.
🔗 He aha te tirohanga rorohiko i roto i te AI?
Tirohia te whakamārama a ngā mīhini i ngā whakaahua, ngā mahi matua, ngā huinga raraunga, me ngā tono.
🔗 He aha te AI tohu?
Tūhurahia ngā whakaaro tohu, ngā kauwhata mātauranga, ngā ture, me ngā pūnaha tohu-roro ranu.
He aha te AI: te putanga tere 🧠➡️💻
Ko te AI he huinga tikanga e āhei ai te pūmanawa ki te whakatau tata i ngā whanonga atamai. Engari i te whakakōwae i ngā ture katoa, he maha ngā wā ka whakangungua ngā tauira ki ngā tauira kia taea ai e rātou te whakawhanui ki ngā āhuatanga hou - te mōhio ki ngā whakaahua, te kōrero-ki-te-tuhi, te whakamahere huarahi, ngā kaiawhina waehere, te matapae hanganga pūmua, me ētahi atu. Ki te hiahia koe ki tētahi whakamāramatanga pai mō ō tuhipoka: whakaarohia ngā pūnaha rorohiko e mahi ana i ngā mahi e hono ana ki ngā tukanga hinengaro tangata pēnei i te whakaaro, te kimi tikanga, me te ako mai i ngā raraunga. [1]
He tauira hinengaro whai hua mai i te mara ko te whakaaro ki te AI hei pūnaha e aro ana ki te whāinga e kite ana i tō rātou taiao me te whiriwhiri i ngā mahi - he mea whai hua ina tīmata koe ki te whakaaro mō ngā huringa aromatawai me te whakahaere. [1]
He aha te mea e whai hua ai te AI✅
He aha i rapu ai i te AI kaua i ngā ture tuku iho?
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Mana tauira - ka kitea e ngā tauira ngā hononga ngawari puta noa i ngā huinga raraunga nunui ka ngaro i te tangata i mua i te tina.
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Urutau - mā te nui ake o ngā raraunga, ka taea te whakapai ake i te mahi me te kore e tuhi anō i te waehere katoa.
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Tere i te tauine - kia oti te whakangungu, ka tere, ka oma tonu ngā tauira, ahakoa te nui o te taumahatanga.
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Te Whakaputa Ira - ka taea e ngā pūnaha hou te whakaputa tuhinga, whakaahua, waehere, tae atu ki ngā ngota ngota kaitono, ehara i te mea ko te whakarōpū noa i ngā mea.
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Te whakaaro tūpono - he ātaahua ake tā rātou whakahaere i te koretake i ngā ngahere pakarukaru me i kore.
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Ngā taputapu whakamahi taputapu - ka taea e koe te hono i ngā tauira ki ngā tātaitai, ki ngā pātengi raraunga, ki te rapu rānei hei whakanui ake i te pono.
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Ina kāore i te pai - te whakaaro pōhēhē, te whakaaro pohehe, ngā raraunga whakangungu tawhito, ngā mōrearea tūmataitinga. Ka tae tātou ki reira.
Kia pono tātou: i ētahi wā ka rite te AI ki te pahikara mō te hinengaro, ā, i ētahi wā he pahikara kotahi i runga i te kirikiri. He pono pea ngā mea e rua.
Te mahi a te AI, i te tere o te tangata 🔧
Ko te nuinga o ngā pūnaha AI hou e whakakotahi ana i:
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Raraunga - tauira o te reo, ngā whakaahua, ngā pāwhiri, ngā pānui pūoko.
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Whāinga - he mahi ngaronga e whakaatu ana i te āhua o te "pai".
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Ngā Arorau - te tukanga whakangungu e akiaki ana i tētahi tauira kia whakaiti i taua ngaronga.
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Aromatawai - ngā huinga whakamātautau, ngā inenga, ngā arowhai hauora.
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Te Whakatakotoranga - mā te tauira e mahi te aroturuki, te haumaru, me ngā ārai.
E rua ngā tikanga whānui:
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He AI tohu, he AI arorau rānei - he ture mārama, he kauwhata mātauranga, he rapu. He pai mō ngā whakaaro ōkawa me ngā here.
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Te AI e ahu mai ana i te tatauranga, i te ako rānei - he tauira e ako ana i ngā raraunga. Koinei te wāhi e ora ai te ako hōhonu, ā, koinei te wāhi e ahu mai ai te nuinga o ngā mea hou; he arotake e whakahuatia whānuitia ana e whakaatu ana i te rohe mai i ngā whakaaturanga paparanga ki te arotautanga me te whakawhanuitanga. [2]
I roto i te AI ako-e-hangarau, he mea nui ētahi pou:
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Ako mā te tirotiro - ako mai i ngā tauira kua tohua.
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Kāore i te tirotirohia, me te tirotiro-ā-koe - akohia te hanganga mai i ngā raraunga kāore i te tapangahia.
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Te ako whakapakari - te ako mā te whakamātautau me te urupare.
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Te whakatauira whakaputa - ako ki te whakaputa tauira hou e āhua tūturu ana.
E rua ngā whānau whakatipu ka rongo koe i ia rā:
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Ngā Whakawhiti - te hoahoa kei muri i te nuinga o ngā tauira reo nui. Ka whakamahia te aro ki te hono i ia tohu ki ētahi atu, ka taea ai te whakangungu whakarara me ngā putanga tino matatau. Mena kua rongo koe i te "aro-ā-koe", koinei te mahi matua. [3]
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Ngā tauira horapa - ka ako rātou ki te huri i te tukanga haruru, mai i te haruru matapōkere ki te ahua koi, ki te oro rānei. He rite ki te wetewete i te papa oro, āta haere, āta tupato hoki, engari me te tātaitanga; i whakaatuhia e ngā mahi taketake me pēhea te whakangungu me te tauira whai hua. [5]
Ki te mea he tino roa ngā kupu whakarite, he tika tēnā - he whāinga neke te AI. Kei te ako katoa tātou i te kanikani i te wā e huri ana te puoro i waenganui o te waiata.
Te wāhi e tūtaki ai koe ki te AI i ia rā 📱🗺️📧
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Rapu me ngā taunakitanga - te whakatauranga i ngā hua, ngā whāngai, ngā ataata.
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Īmēra me ngā tuhinga - whakaoti aunoa, whakarāpopototanga, arowhai kounga.
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Kāmera me te oro - whakakore haruru, HDR, tuhi.
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Whakatere - te matapae waka, te whakamahere huarahi.
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Tautoko me te ratonga - ngā kaihoko kōrerorero e whakarōpū ana, e tuhi ana hoki i ngā whakautu.
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Te waehere - ngā whakaaro, ngā whakatikatika, ngā whakamātautau.
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Hauora me te pūtaiao - te whakarōpūtanga, te tautoko whakaahua, te matapae hanganga. (Whakaarohia ngā horopaki haumanu he mea nui te haumaru; whakamahia te tirotiro a te tangata me ngā herenga kua tuhia.) [2]
He kōrero poto: tera pea ka whakamātauhia e te tīma hua he taahiraa whakahoki i mua i te tauira reo; he maha ngā wā ka heke ngā reiti hapa nā te mea ka aro te tauira ki ngā horopaki hou, motuhake ki te mahi, kaua ki te whakaaro noa. (Tikanga: tautuhia ngā inenga i mua, pupuri i tētahi huinga tatari, me te whakatairite i ngā tohu rite-ki-te-rite.)
Ngā kaha, ngā herenga, me te pōrearea ngawari i waenganui ⚖️
Ngā Kaha
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Ka whakahaere marie i ngā huinga raraunga nui, pōrearea hoki.
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Ka tauinehia puta noa i ngā mahi me te mīhini matua kotahi.
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Ka ako i te hanganga huna kāore i hangaia e tātou. [2]
Ngā rohe
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Te moemoeā - ka puta pea i ngā tauira he mea pono te tangi engari he hē.
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Te whakaaro pōhēhē - ka taea e ngā raraunga whakangungu te whakamārama i ngā whakaaro pōhēhē pāpori ka tāruatia e ngā pūnaha.
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Pakari - ka taea e ngā āhuatanga taha, ngā whakaurunga taupatupatu, me te nekehanga tohatoha te pakaru i ngā mea.
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Te tūmataitinga me te haumarutanga - ka turuturu pea ngā raraunga tairongo ki te kore koe e tūpato.
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Te whakamārama - he aha i pērā ai te kōrero? I ētahi wā kāore i te mārama, ka whakararuraru i ngā arotake.
Kei te wātea te whakahaere mōrearea kia kore ai koe e tuku i te pōrearea: e te Anga Whakahaere Mōrearea NIST AI he aratohu whai hua, tūao hoki hei whakapai ake i te pono puta noa i te hoahoa, te whakawhanaketanga, me te whakatinanatanga - whakaarohia te mahere mōrearea, te ine i aua mōrearea, me te whakahaere i te whakamahinga mai i te pito ki te pito. [4]
Ngā ture o te rori: te haumaru, te kāwanatanga, me te kawenga 🛡️
Kei te whai ake ngā ture me ngā aratohu i ngā mahi:
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Ngā huarahi e hangai ana ki te mōrearea - he kaha ake ngā whakaritenga mō ngā whakamahinga mōrearea nui; he mea nui te tuhi tuhinga, te whakahaere raraunga, me te whakahaere i ngā aituā. Ko ngā anga tūmatanui e aro nui ana ki te māramatanga, te tirotiro tangata, me te aroturuki tonu. [4]
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Te rerekētanga o te rāngai - ko ngā wāhanga haumaru nui (pēnei i te hauora) me aro turuki te tangata ki te mahi, me te arotakenga tupato; ko ngā taputapu whānui tonu ka whai hua mai i ngā tuhinga mārama mō te whakamahinga me te herenga. [2]
Ehara tēnei i te mea mō te pehi i te auahatanga; engari mō te kore e huri i tō hua hei mīhini hanga pōporo i roto i te whare pukapuka… he mea ngahau te tangi kia kore rā anō e pērā.
Ngā momo AI i roto i te mahi, me ngā tauira 🧰
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Te kitenga - te tirohanga, te kōrero, te whakakotahitanga o ngā pūoko.
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Reo - kōrerorero, whakamāori, whakarāpopototanga, tango kupu.
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Matapae - te matapae tono, te tatau mōrearea, te kimi i ngā āhuatanga rerekē.
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Te whakamahere me te whakahaere - te karetao, te whakahaere ratonga.
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Te whakaputa - ngā whakaahua, ngā oro, ngā ataata, ngā waehere, ngā raraunga hanganga.
I raro i te taupoki, ka whakawhirinaki te pāngarau ki te ararau rārangi, te tūponotanga, te arotautanga, me ngā puranga tātaitai e pupuri ana i ngā mea katoa kia ora tonu. Mō te tirohanga hohonu atu ki ngā turanga o te ako hohonu, tirohia te arotakenga matua. [2]
Ripanga Whakataurite: he tirohanga poto ki ngā taputapu AI rongonui 🧪
(He iti noa te koretake i te mea i āta whakaarohia. Ka rerekē ngā utu. Ka rerekē ō maero.)
| Utauta | Pai rawa atu mō | Utu | He aha i tino pai ai te mahi |
|---|---|---|---|
| Ngā LLM momo kōrerorero | Te tuhituhi, te pātai me ngā whakautu, te whakaaroaro | Kore utu + utu | He kaha te whakatauira reo; he matau taputapu |
| Ngā kaihanga whakaahua | Hoahoa, papa kare ā-roto | Kore utu + utu | He kanapa ngā tauira horapa i ngā tirohanga |
| Ngā pairati waehere | Ngā Kaiwhakawhanake | Ngā whakamātautau utu | Kua whakangungua ki te waehere corpora; ngā whakatika tere |
| Rapunga Pūnaha Raraunga Vector | Ngā tīma hua, tautoko | Rerekē | Ka tiki i ngā meka hei whakaiti i te hē o te kōrero |
| Ngā taputapu kōrero | Ngā hui, ngā kaihanga | Kore utu + utu | ASR + TTS, he tino mārama rawa atu |
| Tātaritanga AI | Ngā mahi, te pūtea | Hinonga | Te matapae me te kore he ripanga tātai 200 |
| Ngā taputapu haumaru | Te whakatutuki i ngā whakaritenga, te whakahaere | Hinonga | Te mahere mōrearea, te tuhi i ngā mōrearea, te whakarōpūtanga o ngā tīma whero |
| He iti noa iho i runga i te taputapu | Waea pūkoro, tūmataitinga | Āhua kore utu | He iti te whakaroa; ka noho ā-rohe tonu ngā raraunga |
Me pēhea te aromatawai i tētahi pūnaha AI pērā i te tohunga 🧪🔍
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Tautuhia te mahi - tauākī mahi kotahi-rerekē.
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Kōwhiria ngā inenga - te tika, te whakaroa, te utu, ngā mea e whakaoho ana i te haumaru.
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Waihangahia he huinga whakamātautau - he tohu, he kanorau, he roa te wā.
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Tirohia ngā aratau rahunga - ngā tāurunga me whakakahore e te pūnaha, me whakapiki rānei.
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Whakamātautauhia te whakaaro pākiki - ngā wāhanga taupori me ngā āhuatanga tairongo mēnā e tika ana.
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Te tangata i roto i te takahuri - tohua te wā me arotake e te tangata.
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Takiuru me te aroturuki - te kimi i te paheketanga, te urupare ki ngā aituā, ngā hurihanga whakamuri.
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Tuhinga - ngā pūtake raraunga, ngā herenga, te whakamahinga i whakaarohia, ngā tohu ārai. Mā te NIST AI RMF koe e hoatu he reo me ngā tukanga tiritahi mō tēnei. [4]
Ngā whakaaro hē e rangona tonutia ana e au 🙃
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"He tārua noa iho." Ka ako te whakangungu i te hanganga tatauranga; ka tito te whakaputa i ngā putanga hou e rite ana ki taua hanganga. He mea auaha pea tēnā - he hē rānei - engari ehara i te tārua-whakapiri. [2]
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"E mārama ana te AI pērā i te tangata." Ka whakatauira i ngā tauira. I ētahi wā he rite ki te mārama; i ētahi wā he pōuriuri te māramatanga. [2]
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"He pai ake te nui ake." He āwhina te tauine, engari he mea nui ake te kounga o ngā raraunga, te whakaritenga, me te kimi raraunga. [2][3]
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"Kotahi te AI hei whakahaere i a rātou katoa." He maha ngā tauira o ngā puranga tūturu: te kimi i ngā meka, te whakaputa mō te tuhinga, ngā tauira iti me te tere i runga i te pūrere, me te rapu matarohia.
He tirohanga hohonu ake: Ngā Transformers me te horapa, i roto i te meneti kotahi ⏱️
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ngā Transformers ngā kaute aro i waenga i ngā tohu hei whakatau i te mea hei arotahi. Ka hopukina e ngā paparanga whakarārangi ngā whakawhirinakitanga tawhiti-roa me te kore e kitea te hokinga mai, ka taea ai te whakarara teitei me te mahi kaha puta noa i ngā mahi reo. Ko tēnei hoahoa te poutokomanawa o te nuinga o ngā pūnaha reo hou. [3]
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ngā tauira horapa ki te whakakore i te haruru i ia taahiraa, pērā i te whakakanapa i tētahi whakaata kohu kia puta rā anō he kanohi. Nā ngā whakaaro whakangungu me te tauira matua i huaki te pūngao whakaputa whakaahua, ā, inaianei ka horapa ki te oro me te ataata. [5]
Papakupu iti ka taea e koe te pupuri 📚
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Tauira - he mahi kua whakarārangihia ngā tawhā ka whakangungua e mātou hei mahere i ngā tāuru ki ngā putanga.
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Whakangungu - te arotau i ngā tawhā hei whakaiti i te ngaronga o ngā tauira.
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Te tāpiri rawa - he pai te mahi a ngā raraunga whakangungu, engari he pai ki tētahi atu wāhi.
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Te moemoeā - he putanga orotika engari he hē te kōrero.
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RAG - te whakatupuranga whakarei ake i te tiki mai e rapu ana i ngā puna hou.
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Te whakataurite - te hanga whanonga kia rite ki ngā tohutohu me ngā tikanga.
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Haumaru - te aukati i ngā putanga kino me te whakahaere i te mōrearea puta noa i te huringa ora.
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Whakatau - te whakamahi i tētahi tauira kua whakangungua hei whakatakoto matapae.
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Whakaroa - te wā mai i te whakauru ki te whakautu.
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Ngā ārai - ngā kaupapa here, ngā tātari, me ngā mana whakahaere huri noa i te tauira.
Roa rawa, kāore i pānuihia - Ngā kōrero whakamutunga 🌯
He aha te AI? He kohinga tikanga e āhei ai ngā rorohiko ki te ako mai i ngā raraunga me te mahi mohio ki ngā whāinga. Ka eke te ngaru hou ki te ako hohonu - inā koa ko ngā whakawhiti mō te reo me te horapa mō ngā pāpāho. Mā te whakaaro nui, ka tauine te AI i te mohio tauira, ka tere ake te mahi auaha me te tātari, ā, ka whakatuwhera i ngā tatau pūtaiao hou. Mā te kore e whakaaro nui, ka taea e ia te whakapohehe, te aukati, te whakakore rānei i te whakawhirinaki. Ka whakakotahi te ara harikoa i te hangarau kaha me te whakahaere, te ine, me te iti o te ngākau mahaki. Ehara i te mea ka taea noa taua taurite - ka taea te whakaako, te whakamātautau, me te pupuri me ngā anga me ngā ture tika. [2][3][4][5]
Ngā Tohutoro
[1] Encyclopedia Britannica - Te matauranga horihori (AI) : pānuihia atu
[2] Taiao - "Te ako hohonu" (LeCun, Bengio, Hinton) : pānuihia atu
[3] arXiv - "Ko te aro anake te mea e hiahiatia ana e koe" (Vaswani et al.) : pānuihia atu
[4] NIST - Te anga whakahaere mōrearea AI : pānuihia atu
[5] arXiv - "Ngā tauira tūponotanga whakakore haruru" (Ho et al.) : pānuihia atu