Ko te Explainable AI tētahi o ngā kīanga e pai ana te tangi i te tina, ā, ka tino hirahira ina akiakihia e te rauropi he tātaritanga hauora, ka whakaaetia he nama, ka tohua rānei he tuku. Mena kua whakaaro koe, āe, engari he aha i pērā ai te tauira… kei roto kē koe i te rohe o Explainable AI. Me wetewete te whakaaro i roto i te reo māmā - kāore he makutu, he tikanga noa iho, he taupatupatu, me ētahi pono pakari.
Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:
🔗 He aha te whakaaro pākiki o te AI?
Kia mārama ki te whakaaro pākiki o te AI, ōna pūtake, ōna pānga, me ngā rautaki whakaiti i te pānga.
🔗 He aha te AI matapae?
Tūhurahia te AI matapae, ngā whakamahinga noa, ngā painga, me ngā herenga mahi.
🔗 He aha te karetao AI humanoid?
Akohia te whakakaha a te AI i ngā karetao humanoid, ō rātou āheinga, ā rātou tauira, me ā rātou wero.
🔗 He aha te kaiwhakaako AI?
Kimihia ngā mahi a ngā kaiwhakaako AI, ngā pūkenga e hiahiatia ana, me ngā ara mahi.
Te tikanga tūturu o te Explainable AI
Ko te Explainable AI te mahi hoahoa me te whakamahi i ngā pūnaha AI kia mārama ai ngā tāngata ki ā rātou putanga - arā, ngā tāngata motuhake e pāngia ana, e whai kawenga ana rānei mō ngā whakataunga, kaua ko ngā tohunga pāngarau anake. E whā ngā mātāpono a te NIST: te whakarato whakamārama , te whai tikanga mō te hunga whakarongo, te whakarite kia tika te whakamārama (kia pono ki te tauira), me te whakaute i ngā rohe mātauranga (kaua e whakanui rawa i ngā mea e mōhiotia ana e te pūnaha) [1].
He kōrero poto mō te hītori: i akiakihia wawetia tēnei e ngā wāhanga haumaru nui, me te whai kia tika tonu, kia mārama hoki te tikanga kia whakawhirinaki "ki te mea kei te haere tonu." Kāore te whetu raki i whakarerekē i ngā whakamārama me te kore e whakaiti i te mahi.
He aha te hiranga o te Explainable AI i tō whakaaro 💡
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Te whakawhirinaki me te whāngaitanga - Ka whakaae te tangata ki ngā pūnaha ka taea e rātou te pātai, te whakatika, me te whakatika.
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Mōrearea me te haumaru - Ka puta ake ngā momo rahunga i ngā whakamārama i mua i te ohorere i a koe i te tauine nui.
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Ngā tumanakohanga ture - I roto i te EU, ka whakatakotohia e te Ture AI ngā herenga mārama mō te māramatanga - hei tauira, te whakamōhio atu ki te tangata ina taunekeneke ana rātou ki te AI i roto i ētahi horopaki me te tapanga tika i ngā ihirangi i hangaia, i whakarerekētia rānei e te AI [2].
Kia pono tātou, ehara ngā papaaho whakairoiro ataahua i te whakamārama. Mā te whakamārama pai ka āwhina i te tangata ki te whakatau i tāna e mahi ai i muri mai.
He aha te mea e whai hua ai te Explainable AI ✅
Ina arotakehia e koe tētahi tikanga XAI, pātai atu mō:
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Te Pono - E whakaata ana te whakamārama i ngā whanonga a te tauira, he kōrero whakamarie rānei?
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Te whai huatanga mō te hunga whakarongo - E hiahia ana ngā kaipūtaiao raraunga ki ngā pikinga; e hiahia ana ngā tākuta ki ngā kōrero whakahē, ki ngā ture rānei; e hiahia ana ngā kiritaki ki ngā take mārama me ngā mahi e whai ake nei.
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Pūmautanga - Kaua ngā huringa iti o te whakauru e huri i te kōrero mai i A ki Z.
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Te Āheinga o te Mahi - Mena kāore te putanga i te hiahiatia, he aha ngā mea kua rerekē?
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Te pono mō te koretake - Me whakaatu e ngā whakamārama ngā here, kaua e taupokina.
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Te māramatanga o te whānuitanga - He ā-rohe mō tētahi matapae, he ā-ao rānei mō ngā whanonga tauira?
Mena kotahi noa te mea e maumahara ana koe: ka huri te whakamārama whai hua i te whakatau a te tangata, ehara i te mea ko tōna kare ā-roto anake.
Ngā ariā matua ka rangona e koe 🧩
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Te Whakamārama me te Whakamārama - Te Whakamārama: he māmā noa te tauira ki te pānui (hei tauira, he rākau iti). Te Whakamārama: tāpirihia he tikanga ki runga kia māmā ai te pānui i tētahi tauira uaua.
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Ā-rohe, ā-ao whānui - Ka whakamārama te ā-rohe i tētahi whakatau; ka whakarāpopoto te ao whānui i te whanonga whānui.
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Ko te kaupapa o muri-hoc me te kaupapa ā-roto - Ka whakamārama te kaupapa o muri-hoc i tētahi pouaka pango kua whakangungua; ka whakamahi te kaupapa ā-roto i ngā tauira ka taea te whakamārama ā-roto.
Āe, ka memeha haere ēnei rārangi. Kāore he aha; ka whanake te reo; kāore tō rēhita mōrearea.
Ngā Tikanga AI Whakamārama Rongonui - te Haerenga 🎡
Anei tētahi haerenga pōrearea, he rite te āhua ki tētahi aratohu oro o tētahi whare taonga, engari he poto ake.
1) Ngā tohu āhuatanga tāpiri
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SHAP - Ka tohaina he takoha ki ia āhuatanga ki tētahi matapae motuhake mā roto i ngā ariā kēmu-ariā. He mea pai mō ngā whakamārama tāpiri mārama me te tirohanga whakakotahi puta noa i ngā tauira [3].
2) Ngā tauira whakakapi ā-rohe
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LIME - Ka whakangungu i tētahi tauira ā-rohe māmā huri noa i te tauira hei whakamārama. He whakarāpopototanga tere, ka taea te pānui e te tangata mō ngā āhuatanga e whai tikanga ana i te taha tata. He pai mō ngā whakaaturanga, he āwhina i te pumau o te tirotiro-whakaharatau [4].
3) Ngā tikanga e hangai ana ki te pikinga mō ngā kupenga hōhonu
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Ngā Rōnaki Whakauru - Te hiranga o ngā āhuatanga mā te whakauru i ngā rōnaki mai i te pūtake ki te tāuru; he maha ngā wā e whakamahia ana mō te tirohanga me te tuhinga. Ngā whakataukī whai tikanga; me āta tupato ki ngā pūtake me te haruru [1].
4) Ngā whakamārama e ahu mai ana i ngā tauira
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Ngā Whakahē - "He aha te iti rawa o te huringa kua huri i te putanga?" He tino pai mō te whakatau kaupapa nā te mea he mea mahi noa - me mahi X kia whiwhi Y [1].
5) Ngā tauira, ngā ture, me te whakawhirinakitanga ā-wāhanga
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E whakaatu ana ngā tauira i ngā tauira; ka hopukina e ngā ture ngā tauira pēnei i te mea mēnā he nui ake te moni whiwhi i te X, ā, he ma te hītori, kātahi ka whakaaetia ; ka whakaatuhia e te whakawhirinakitanga wāhanga te pānga toharite o tētahi āhuatanga ki tētahi whānuitanga. Ngā whakaaro māmā noa iho, he maha ngā wā kāore i te tino arohia.
6) Mō ngā tauira reo
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Tohu/e kapi ana i ngā tohu, ngā tauira kua tangohia, me ngā whakaaro whaitake. He āwhina, me te whakatūpato noa: kāore ngā mahere wera pai e kī taurangi i te whakaaro take [5].
He take tere (whakakotahi) mai i te mara 🧪
Ka tukuna e te kaituku nama rahi-waenga he tauira whakarei-whakarei mō ngā whakataunga nama. Ka āwhina te SHAP ā-rohe taupatupatu i tētahi huarahi whai hua ("Whakaitihia te whakamahinga hurihuri mā te ~10%, tāpirihia rānei he £1,500 i roto i ngā moni tāpui kua manatokohia hei huri i te whakataunga.") [1]. I roto i te rōpū, ka whakahaerehia e te tīma ngā whakamātautau matapōkere i runga i ngā tirohanga ahua-kitea e whakamahia ana e rātou i roto i te QA kia kore ai ngā mea nui e kitea noa iho [5]. He tauira kotahi, he whakamārama rerekē mō ngā hunga whakarongo rerekē - ngā kiritaki, ngā kaimahi, me ngā kaitātari.
Ko te mea whakamā: ka taea e ngā whakamārama te whakapohehe 🙃
Ahakoa kāore i te herea ki te tauira kua whakangungua, ki ngā raraunga rānei, he āhua whakapono tonu ētahi tikanga. I whakaatuhia e ngā tirotiro hinengaro ka taea e ētahi tikanga te hinga i ngā whakamātautau taketake, ka puta he māramatanga teka. Whakamāoritanga: he whakaari noa iho ngā pikitia ataahua. Hangaia he whakamātautau whakamana mō āu tikanga whakamārama [5].
Waihoki, he iti noa iho ≠ he pono. Tērā pea ka hunaia e te take kotahi-rerenga ngā taunekeneke nui. Mā ngā whakahē iti i roto i tētahi whakamārama ka tohu pea i te koretake o te tauira tūturu - he haruru noa iho rānei. Ko tāu mahi he kī ko tēhea te mea ko tēhea.
Te whakahaere, te kaupapa here, me te pae e piki haere ana mō te māramatanga 🏛️
E tumanako ana ngā kaihanga kaupapa here kia mārama te horopaki. I roto i te EU , e whakamārama ana te Ture AI i ngā herenga pēnei i te whakamōhio i te tangata ina taunekeneke rātou me te AI i roto i ngā take kua tohua, me te tapanga i ngā ihirangi i hangaia, i whakarerekētia rānei e te AI me ngā pānui me ngā tikanga hangarau e tika ana, engari me ngā okotahi (hei tauira, ngā whakamahinga ture, te whakapuakitanga tiakina rānei) [2]. I te taha hangarau, te NIST he aratohu e aro ana ki ngā mātāpono hei āwhina i ngā tīma ki te hoahoa i ngā whakamārama ka taea e te tangata te whakamahi [1].
Me pēhea te whiriwhiri i tētahi huarahi AI Whakamārama - he mahere tere 🗺️
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Tīmata mai i te whakatau - Ko wai e hiahia ana ki te whakamārama, ā, he aha te mahi hei mahi?
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Tātaitia te tikanga ki te tauira me te reo
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Ngā tikanga whakarara mō ngā kupenga hōhonu i roto i te tirohanga, te NLP rānei [1].
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SHAP, LIME rānei mō ngā tauira ripanga ina hiahia koe ki ngā tohu āhuatanga [3][4].
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Ngā mahi whakahē mō te whakatikatika me ngā piira e anga atu ana ki te kiritaki [1].
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Ngā kēti kounga huinga - Ngā tirotiro pono, ngā whakamātautau pumau, me ngā arotake tangata-i-roto-i-te-porowhita [5].
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Mahere mō te tauine - Me taea te takiuru, te whakamātautau, me te arotake i ngā whakamārama.
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Ngā herenga tuhinga - Kāore he tikanga e tino tika ana; tuhia ngā momo rahunga e mōhiotia ana.
He kōrero iti tēnei - ki te kore e taea e koe te whakamātautau i ngā whakamārama pērā i te whakamātautau i ngā tauira, tērā pea kāore āu whakamārama, engari he kare ā-roto.
Ripanga whakatairite - ngā kōwhiringa AI Whakamārama noa 🧮
He āhua rerekē te āhua; he pōrearea te ao tūturu.
| Utauta / Tikanga | Te hunga whakarongo pai rawa atu | Utu | He aha i whai hua ai mā rātou |
|---|---|---|---|
| ĀHUA | Ngā kaipūtaiao raraunga, ngā kaitātari kaute | Kore utu/tuwhera | Ngā tohu tāpiri - he rite tonu, he rite tonu [3]. |
| Raima | Ngā tīma hua, ngā kaitātari | Kore utu/tuwhera | He tere ngā whakakapi ā-rohe; he ngāwari ki te kōrero; he haruru i ētahi wā [4]. |
| Ngā Rōnaki Whakauru | Ngā kaihangarau ML i runga i ngā kupenga hōhonu | Kore utu/tuwhera | Ngā tohu e hangai ana ki te rōnakitanga me ngā whakataukī whai tikanga [1]. |
| Ngā Whakahē | Ngā kaiwhakamahi mutunga, ngā whakaritenga, ngā mahi | Whakaranu | Ka whakautu tika i ngā mea hei whakarerekē; he tino whai hua [1]. |
| Ngā rārangi ture / Ngā rākau | Ngā kaipupuri mōrearea, ngā kaiwhakahaere | Kore utu/tuwhera | Te whakamārama ā-roto; ngā whakarāpopototanga ā-ao. |
| Te whakawhirinakitanga ā-wāhanga | Ngā kaiwhakawhanake tauira, QA | Kore utu/tuwhera | Whakaatu i ngā pānga toharite puta noa i ngā awhe. |
| Ngā tauira me ngā tauira | Ngā kaihoahoa, ngā arotake | Kore utu/tuwhera | He tauira tūturu, he hoa ki te tangata; he mea e pā ana ki tēnei. |
| Ngā papa taputapu | Ngā tīma tūāpapa, te whakahaere | Pākihi | Te aroturukitanga, te whakamāramatanga, me te arotake i te wāhi kotahi. |
Āe, he koretake ngā pūtau. Koinā te ora.
He tukanga mahi māmā mō te Whakamārama AI i roto i te whakaputanga 🛠️
Hipanga 1 - Tautuhia te pātai.
Whakatauhia ko wai ngā matea e tino hira ana. Kāore te whakamārama mō te kaipūtaiao raraunga i rite ki te reta piira mō te kiritaki.
Hipanga 2 - Kōwhiria te tikanga mā te horopaki.
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Tauira mōrearea ripanga mō ngā nama - tīmata ki te SHAP mō te rohe me te ao whānui; tāpirihia ngā āhuatanga taupatupatu hei utu [3][1].
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Kaiwhakarōpū tirohanga - whakamahia ngā Whakakotahitanga Whakakotahitanga, ngā mea rite rānei; tāpirihia ngā tirotiro hauora hei karo i ngā hapa o te tirohanga [1][5].
Hipanga 3 - Whakamanahia ngā whakamārama.
Whakamātautauhia te ōrite o te whakamārama; whakararuraru i ngā whakaurunga; tirohia mēnā he ōrite ngā āhuatanga nui ki te mātauranga rohe. Ki te kore e tino rerekē ō āhuatanga matua i ia whakangungu anō, okioki.
Hipanga 4 - Whakamahia ngā whakamārama kia whai hua.
Ngā take reo māmā me ngā tūtohi. Whakaurua ngā mahi pai e whai ake nei. Tukuna ngā hononga ki te wero i ngā putanga ina tika - koinei tonu te kaupapa o ngā ture māramatanga [2].
Hipanga 5 - Aroturuki me te tuhi.
Aroturuki i te pumau o te whakamārama i roto i te wā. He tohu mōrearea ngā whakamārama hē, ehara i te mea noa iho.
Ruku hohonu 1: Ngā whakamārama ā-rohe, ā-ao whānui hoki 🔍
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Mā te rohe ka āwhina i te tangata kia mārama he aha taua tā rātou keehi i roto i ngā horopaki tairongo.
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Mā te Ao Whānui ka āwhina i tō tīma kia whakarite kia hangai te whanonga kua akohia e te tauira ki ngā kaupapa here me ngā mōhiotanga ā-rohe.
Me mahi ngā mea e rua. Ka taea e koe te tīmata ā-rohe mō ngā mahi ratonga, kātahi ka tāpirihia te aroturukitanga ā-ao mō te arotakenga rerekētanga me te arotakenga tika.
Ruku hohonu 2: Ngā take whakahē mō te tono me ngā piira 🔄
E hiahia ana te tangata ki te mōhio ki te iti rawa o te huringa kia pai ake ai te putanga. Koia tonu te mahi a ngā whakamārama taupatupatu - ka hurihia ēnei āhuatanga motuhake, ā, ka huri te hua [1]. Kia tūpato: me whakaute ngā taupatupatu i te whaihua me te tika . Ko te kī atu ki tētahi kia huri i tētahi huanga pumau ehara i te mahere, he haki whero.
Ruku hohonu 3: Te tirotiro i te māramatanga o te hinengaro 🧪
Ki te whakamahi koe i ngā mahere whakarāpopototanga, i ngā rītaha rānei, whakahaerehia ngā arowhai māramatanga. Ka puta i ētahi tikanga he mahere tata rite tonu ahakoa ka whakarōpūhia ngā tawhā tauira - ko te tikanga kei te whakaatu pea i ngā taha me ngā kakano, ehara i te taunakitanga kua akohia. He mahere wera ataahua, he kōrero tinihanga. Hangaia he arowhai aunoa ki roto i te CI/CD [5].
Ngā Pātai Auau e puta ake ana i ia hui 🤓
P: He rite tonu te Explainable AI ki te fairness?
W: Kāore. Mā ngā whakamārama koe e āwhina ki te kite i ngā whanonga; ko te fairness he āhuatanga me whakamātautau koe, me whakamana hoki . He mea e pā ana, ehara i te mea ōrite.
P: He pai ake ngā tauira māmā ake i ngā wā katoa?
W: I ētahi wā. Engari he hē tonu te māmā, ā, he hē tonu. Kōwhiria te tauira māmā rawa e tutuki ana i ngā whakaritenga mahi me te whakahaere.
P: Ka turuturu te IP o ngā whakamārama?
A: Ka taea. Whakatauritehia ngā taipitopito mā te hunga whakarongo me te mōrearea; tuhia ngā mea e whakaaturia ana e koe me te take.
P: Me whakaatu noa i te hiranga o ngā āhuatanga, kātahi ka mutu?
W: Kāore rawa. He whakapaipai ngā pae hiranga kāore he horopaki, he huarahi rānei.
Roa rawa, Kāore i Pānuihia te Putanga me ngā kōrero whakamutunga 🌯
Ko te AI whakamārama he kaupapa e whakamārama ana i ngā whanonga tauira kia mārama, kia whai hua hoki ki ngā tāngata e whakawhirinaki ana ki a ia. Ko ngā whakamārama pai rawa atu he pono, he pumau, he mārama hoki te hunga whakarongo. He kaha ō ia tikanga pēnei i a SHAP, LIME, Integrated Gradients, me ngā counterfactuals - whakamahia marietia, whakamātauria kia pakari, ā, whakaatuhia i roto i te reo ka taea e te tangata te mahi. Kia mahara, he whakaari ngā tirohanga ātaahua; me tono taunakitanga kia whakaatahia e ō whakamārama te whanonga pono o te tauira. Hangaia he whakamārama ngāwari ki roto i tō huringa ora tauira - ehara i te mea he tāpiri kanapa, engari he wāhanga o te huarahi e tukuna ana e koe me te kawenga.
He pono, he rite tonu ki te hoatu reo ki tō tauira. I ētahi wā ka ngunguru; i ētahi wā ka nui rawa te whakamārama; i ētahi wā ka kīia te mea e tika ana kia rongo koe. Ko tāu mahi he āwhina i a ia ki te kōrero i te mea tika, ki te tangata tika, i te wā tika. Ā, tāpirihia he tapanga pai, he rua rānei. 🎯
Ngā Tohutoro
[1] NIST IR 8312 - Ngā Mātāpono e Whā o te Mātauranga Horihori ka taea te Whakamārama . Te Whare Wānanga Paerewa me te Hangarau ā-Motu. pānuihia atu
[2] Ture (EU) 2024/1689 - Ture Mātauranga Horihori (Hautaka Whaimana/EUR-Lex) . pānuihia atu
[3] Lundberg & Lee (2017) - “He Huarahi Kotahi ki te Whakamārama i ngā Matapae Tauira.” arXiv. pānuihia atu
[4] Ribeiro, Singh & Guestrin (2016) - “He aha ahau me whakawhirinaki ai ki a koe?” Te whakamārama i ngā matapae o tētahi kaiwhakarōpū. arXiv. pānui atu
[5] Adebayo et al. (2018) - “Ngā Arowhai Hauora mō ngā Mahere Hiranga.” NeurIPS (pepa PDF). pānuihia atu