Kei ngā wāhi katoa te AI - e āta whiriwhiri ana, e tātai ana, e tuku whakaaro ana. He mea āwhina tēnā… kia panaia rā anō ētahi rōpū ki mua, kia waihotia ētahi ki muri. Mena kei te whakaaro koe he aha te AI whakahāwea , he aha i puta ai ahakoa i roto i ngā tauira kua oti te whakapai, me pēhea te whakaiti i tēnei me te kore e whakaiti i te mahi, māu tēnei aratohu.
Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:
🔗 He aha te tikanga o te GPT
He whakamārama māmā i te ingoa me ngā takenga mai o te GPT i te reo Ingarihi.
🔗 He aha te AI matapae
Te matapae a ngā tauira matapae i ngā putanga mai i ngā raraunga o mua me ngā raraunga ora.
🔗 He aha te AI pūtake tuwhera
Te whakamāramatanga, ngā painga matua, ngā wero, ngā raihana, me ngā tauira kaupapa.
🔗 Me pēhea te whakauru i te AI ki roto i tō pakihi
He mahere taahiraa-i-te-taahiraa, ngā taputapu, ngā rerengamahi, me ngā kaupapa matua mō te whakahaere huringa.
Whakamāramatanga tere: he aha te AI Basis?
te whakaaro pōhēhē o te AI ko te wā e pai ai, e whakararuraru rānei ngā putanga o tētahi pūnaha AI i ētahi tāngata, i ētahi rōpū rānei. He maha ngā wā ka puta mai i ngā raraunga kore taurite, i ngā kōwhiringa ine whaiti, i te horopaki whānui rānei e hangaia ai, e whakamahia ai te pūnaha. Ehara i te mea kino tonu te whakaaro pōhēhē, engari ka taea e ia te whakanui tere i ngā kino mēnā ka waiho kia kore e tirotirohia. [1]
He rerekētanga āwhina: te whakaaro pōhēhē ko te whakaaro pōhēhē i roto i te whakatau kaupapa, ko te whakahāwea ia ko te pānga kino ka puta mai i te whakaaro pōhēhē ki te ao. Kāore e taea te whakakore i ngā whakaaro pōhēhē katoa, engari me whakahaere e koe kia kore ai e puta he hua koretake. [2]
He aha te take mā te mārama ki te whakaaro pākiki ka pai ake ai koe 💡
He whakaaro rerekē, tika? Engari mā te mōhio ki te pānga o te AI ka:
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He pai ake te hoahoa - ka kite wawe koe i ngā whakapae pakarukaru.
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He pai ake te whakahaere - ka tuhia e koe ngā taupatupatu, kaua e waiho noa iho.
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He pai ake ngā kōrero - ki ngā kaiārahi, ki ngā kaiwhakahaere, me te hunga e pāngia ana.
Waihoki, mā te ako i te reo o ngā inenga tika me ngā kaupapa here ka penapena i te wā i muri mai. He pono, he rite ki te hoko mapi i mua i te haerenga rori - kāore i tino tika, engari he pai ake i te tirohanga. [2]
Ngā momo whakaaro pākiki o te AI ka kitea e koe i te ngahere 🧭
Ka puta te whakaaro pākiki puta noa i te huringa ora o te AI. Ngā tauira noa e pā ana ki ngā tīma:
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Te whakaaro pōturi ki te tauira raraunga - kāore i te tino kitea, kāore rānei i te kitea ētahi rōpū.
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Te whakaaro hē ki ngā tapanga - ko ngā tapanga hītori e whakaatu ana i te whakaaro hē, i ngā whakatau haruru rānei a te tangata.
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Te whakaaro whāiti - ngā whakakapinga kāore e hopu i ngā mea e tino whakanuia ana e koe.
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Te arotautanga aromatawai - ka ngaro i ngā huinga whakamātautau ētahi taupori, horopaki rānei.
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Te whāiti whakatinanatanga - he tauira taiwhanga pai e whakamahia ana i te tautuhinga hē.
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Te whakaaro ā-pūnaha me te whakaaro tangata - ngā tauira pāpori whānui me ngā kōwhiringa tīma e turuturu ana ki te hangarau.
He tauira hinengaro whai hua mai i ngā rōpū whakahaere paerewa e aro ana ki tangata, hangarau, me te pūnaha , ā, e taunaki ana i pāpori-hangarau , kaua ko ngā whakarerekētanga tauira anake. [1]
Te wāhi e ngūngū mai ai te whakaaro pākiki 🔍
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Te whakatakoto i te whāinga - kia kuiti rawa te tautuhi i te whāinga, ā, me whakauru atu ki waho te hunga e tika ana kia mahi mā te hua.
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Te kohikohi raraunga - he maha ngā wā ka whakamāramahia e ngā raraunga hītori ngā kore taurite o mua.
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Ngā kōwhiringa āhuatanga - ka taea e ngā takawaenga mō ngā huanga tairongo te hanga anō i ngā huanga tairongo.
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Whakangungu - ka arotauhia ngā whāinga mō te tika toharite, ehara i te ōritetanga.
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Te whakamātautau - ki te he te ahua o tō huinga pupuri, ka he anō hoki ō inenga.
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Aroturuki - ka taea e ngā panonitanga o ngā kaiwhakamahi, o te horopaki rānei te whakaara anō i ngā take.
E aro nui ana ngā kaiwhakahaere ki te tuhi i ngā mōrearea tika puta noa i tēnei huringa ora, kaua i te wā e tau ana ki te tauira anake. He mahi tēnei mā ngā ringa katoa. [2]
Me pēhea tātou e ine ai i te tika me te kore e huripokitia? 📏
Kāore he inenga kotahi hei whakatau i te katoa. Kōwhiria i runga i tō whakamahinga me ngā kino e hiahia ana koe ki te karo.
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Te ōritetanga o te taupori - me rite ngā reiti kōwhiringa puta noa i ngā rōpū. He pai mō ngā pātai tohatoha, engari ka taupatupatu pea ki ngā whāinga tika. [3]
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Ngā tūponotanga ōrite - me rite tonu ngā reiti hapa pēnei i ngā hua pai teka me ngā hua pai pono. He whai hua ina rerekē te utu o ngā hapa i ia rōpū. [3]
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Te Whakataurite - mō te kaute ōrite, me ōrite te tūponotanga o ngā putanga puta noa i ngā rōpū. He āwhina ina ārahi ngā kaute i ngā whakataunga a te tangata. [3]
Mā ngā kete taputapu ka whai hua tēnei mā te tatau i ngā āputa, ngā kauwhata, me ngā papaaho kia mutu ai te whakaaro pohehe. [3]
Ngā huarahi whai hua hei whakaiti i te whakaaro pākiki e tino whai hua ana 🛠️
Whakaarohia ngā whakaitiiti paparanga kaua ko te matā kotahi:
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Arotake raraunga me te whakarei ake - te tautuhi i ngā āputa kapinga, te kohikohi raraunga haumaru ake i ngā wāhi e tika ana, te tuhi tauira.
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Te taumaha anō me te tauira anō - whakarerekētia te tohatoha whakangungu hei whakaiti i te piko.
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Ngā here e tukatukahia ana - tāpirihia ngā whāinga tika ki te whāinga kia ako tika ai te tauira i ngā taupatupatu.
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Te whakakore whakaaro taupatupatu - te whakangungu i te tauira kia kore ai e taea te matapae i ngā huanga tairongo mai i ngā whakaaturanga ā-roto.
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Te tukatuka i muri - te whakataurite i ngā paepae whakatau mō ia rōpū ina tika, ā, ina ture hoki.
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Ngā arowhai tangata-i-roto-i-te-hurihuri - honoa ngā tauira me ngā whakarāpopototanga ka taea te whakamārama me ngā ara whakapiki.
ngā whare pukapuka tuwhera-pūtake pērā i a AIF360 me Fairlearn ngā inenga me ngā rauropi whakaiti. Ehara i te mea makutu, engari ka hoatu e rātou he tīmatanga pūnaha ki a koe. [5][3]
He taunakitanga tūturu e whai tikanga ana te whakaaro pākiki 📸💳🏥
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Tātaritanga kanohi - i roto i ngā rangahau i whakahuatia whānuitia, i kitea he rerekētanga nui o te tika puta noa i ngā rōpū ira tangata me te momo kiri i roto i ngā pūnaha arumoni, ā, i akiaki i te mara ki ngā mahi aromatawai pai ake. [4]
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Ngā whakataunga nui (nama, utu, whare) - ahakoa kāore he whakaaro, ka taea e ngā hua te taupatupatu ki te tika me ngā mahi ārai-whakahāwea. Whakamāoritanga: ko koe te kawenga mō ngā pānga, ehara i te ture anake. [2]
He kōrero poto mai i te mahi: i roto i tētahi arotake tirotiro-whakaurunga ingoakore, i kitea e tētahi tīma ngā āputa maumahara mō ngā wāhine i roto i ngā tūranga hangarau. Ko ngā mahi māmā - ngā wehewehenga paparanga pai ake, te arotake āhuatanga, me te whakawhāiti i ia rōpū - i kati te nuinga o te āputa me te taurite iti o te tika. Ehara i te mea kotahi te mahi tinihanga; he porowhita ine-whakaiti-aroturuki ka taea te whakahoki.
Kaupapa here, ture, me te kāwanatanga: he aha te āhua o te "pai" 🧾
Kāore koe e hiahia kia noho hei rōia, engari me hoahoa koe kia tika, kia māmā hoki te whakamārama:
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Ngā mātāpono o te tika - ngā uara e aro ana ki te tangata, te māramatanga, me te kore whakahāwea puta noa i te huringa ora. [1]
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Te tiakitanga raraunga me te ōritetanga - mēnā he raraunga whaiaro kei roto, me tumanako ki ngā herenga e pā ana ki te tika, te whakawhāiti i te kaupapa, me ngā tika takitahi; ka pā pea ngā ture o te rāngai. Whakaritea ō herenga i te wā e tika ana. [2]
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Te whakahaere mōrearea - whakamahia ngā anga hanganga hei tautuhi, hei ine, hei aroturuki hoki i te whakaaro pōhēhē hei wāhanga o ngā kaupapa mōrearea AI whānui. Tuhia. Arotakehia. Whakahokia anō. [1]
He kōrero iti tēnei: ehara i te mea ko te mahi pepa anake te mahi tari; engari me pēhea koe e whakaatu ai i oti i a koe te mahi mēnā ka pātai mai tetahi.
Ripanga whakatairite: ngā taputapu me ngā anga mō te whakamāmā i te whakaaro kino ki te AI 🧰📊
| Utauta, anga rānei | Pai rawa atu mō | Utu | He aha i pai ai... he ahua |
|---|---|---|---|
| AIF360 | Ngā kaipūtaiao raraunga e hiahia ana ki ngā inenga + ngā whakaitiitinga | Koreutu | He maha ngā rauropi i te wāhi kotahi; he tere te tauira; he āwhina ki te whakatakoto i ngā whakatikatika me te whakataurite. [5] |
| Ako tika | Ngā tīma e whakataurite ana i te tika me ngā here o te tika | Koreutu | Ngā API mārama mō te aromatawai/whakaiti i te pānga; he āwhina ngā whakaaturanga; he hoa mō te ako-scikit. [3] |
| NIST AI (SP 1270) | Te mōrearea, te tutuki i ngā whakaritenga, me te kaiārahi | Koreutu | He reo whakawhitiwhiti mō te whakahaere i te taha tangata/hangarau/pūnaha me te huringa ora. [1] |
| Aratohu ICO | Ngā tīma o te UK e whakahaere ana i ngā raraunga whaiaro | Koreutu | Ngā rārangi arowhai whaihua mō ngā mōrearea tika/whakahāwea puta noa i te huringa ora o te AI. [2] |
Mā ēnei katoa koe e āwhina ki te whakautu i te whakaaro pākiki o te AI i roto i tō horopaki mā te hoatu hanganga, i ngā inenga, me ngā kupu whānui.
He tukanga poto, he āhua whakaaro nui 🧪
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Whakahuatia te kino e hiahia ana koe ki te karo - te kino o te tohatoha, te rerekētanga o te reiti hapa, te kino o te mana rangatira, me ētahi atu.
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Kōwhiria he inenga e hangai ana ki taua kino - hei tauira, he ōrite ngā tūponotanga mēnā he mea nui te ōritetanga hapa. [3]
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Whakahaerehia ngā tūāpapa me ngā raraunga me te tauira o tēnei rā. Tiakina he pūrongo mō te tika.
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Whakamātauria ngā whakatikanga iti-waku i te tuatahi - he pai ake ngā wehewehenga raraunga, he whakawhāititanga, he taumaha anō rānei.
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Whakapau ake ki ngā here kei te tukatuka tonu mēnā e tika ana.
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Arotakehia anō ngā huinga pupuri e tohu ana i ngā kaiwhakamahi tūturu.
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Aroturuki i te whakaputanga - ka puta ngā panonitanga tohatoha; me pērā anō hoki ngā papaaho whakahaere.
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Tuhia ngā taupatupatu - he horopaki te tika, nō reira whakamāramahia he aha i whiriwhiria ai e koe te ōritetanga X i te ōritetanga Y. [1][2]
He take tonu tā ngā kaiwhakahaere me ngā whakahaere paerewa e aro nui ana ki te whakaaro huri noa i te ao. E whai hua ana. [1]
Ngā tohutohu whakawhitiwhiti kōrero mō ngā kaipupuri hea 🗣️
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Kaua e whakamahi i ngā whakamārama pāngarau anake - whakaaturia ngā tūtohi māmā me ngā tauira tuturu i te tuatahi.
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Whakamahia te reo māmā - me kī atu he aha ngā mahi hē ka mahia e te tauira, me te hunga ka pāngia.
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Ngā taupatupatu mata - ka taea e ngā here o te tika te whakarerekē i te tika; ehara tēnā i te hapa mena ka whakaitihia te kino.
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Te whakamahere i ngā āhuatanga ohorere - me pēhea te whakamutu, te hoki whakamuri rānei mēnā ka puta he raruraru.
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Me tono kia tirotirohia - ka hurahia ngā wāhi matapo e te arotake ā-waho, e te mahi tahi rānei. Kāore tetahi e pai ki tēnei, engari he āwhina. [1][2]
Ngā Pātai Auau: he aha te tikanga o te whakaaro kino ki te hangarau matihiko? ❓
Ehara i te mea he kino noa iho ngā raraunga e pā ana ki te whakaaro pōhēhē?
Kāore i te mea koinā anake. He mea nui ngā raraunga, engari ko ngā kōwhiringa tauira, te hoahoa aromatawai, te horopaki whakatinanatanga, me ngā whakatenatena a te tīma katoa e pā ana ki ngā putanga. [1]
Ka taea e au te whakakore rawa i te whakaaro pākiki?
Kāore i te nuinga o te wā. Ko tāu whāinga he whakahaere te whakaaro pākiki kia kore ai e puta he pānga kino - whakaarohia te whakaiti me te whakahaere, kaua te tino pai. [2]
Ko tēhea inenga tika me whakamahi e au?
Kōwhiria i runga i te momo kino me ngā ture rohe. Hei tauira, ki te nui ake te kino o ngā hua hē ki tētahi rōpū, arotahi ki te ōritetanga o te reiti hapa (ngā tūponotanga ōrite). [3]
Me arotake ture ahau?
Mena ka pā tō pūnaha ki ngā whai wāhitanga, ki ngā tika rānei o te tangata, āe. Ka taea te whakamahi i ngā ture e aro ana ki te kaihoko me te ōritetanga ki ngā whakataunga rauropi, ā, me whakaatu e koe tō mahi. [2]
Ngā kōrero whakamutunga: te Roa Rawa, Kāore i Pānuihia 🧾✨
Ki te pātai mai tētahi ki a koe he aha te whakaaro kino ki te AI , anei te whakautu māmā: he whakaaro kino pūnaha i roto i ngā putanga AI ka puta he pānga kino ki te ao tūturu. Ka tātarihia e koe mā te whakamahi i ngā inenga e tika ana mō te horopaki, ka whakaitihia mā te whakamahi i ngā tikanga paparanga, ka whakahaere i te huringa ora katoa. Ehara i te mea he hapa kotahi hei pehi - he pātai hua, kaupapa here, me te tangata e hiahia ana ki te ine tonu, te tuhi, me te ngākau mahaki. Ki taku whakaaro kāore he matā hiriwa... engari he rārangi arowhai pai, he whakawhitiwhiti pono, me ngā tikanga pai ake. Āe, kāore he kino o ētahi emoji. 🙂
Ngā Tohutoro
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Whakaputanga Motuhake a te NIST 1270 - Te anga atu ki tētahi Paerewa mō te Tāutu me te Whakahaere i te Pānga i roto i te Matauranga Horihori . Hononga
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Te Tari o te Komihana Pārongo o te UK - Me pēhea te tika, te whakaaro pōhēhē me te whakahāwea? Hononga
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Ngā tuhinga Fairlearn - Ngā inenga ōritetanga noa (te ōritetanga taupori, ngā tūponotanga ōrite, te whakatikatika). Hononga
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Buolamwini, J., & Gebru, T. (2018). Ngā Āhuatanga Ira Tangata: Ngā Rerekētanga Tika Whakawhitiwhiti i roto i te Whakarōpūtanga Ira Tangata Tauhokohoko . FAT* / PMLR. Hononga
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IBM Research - Te Whakauru i te AI Fairness 360 (AIF360) . Hononga