He aha te Ako Mīhini me te AI?

Ki te mea kua titiro koe ki tētahi whārangi hua me te whakaaro mēnā kei te hoko koe i te matauranga horihori, i te ako mīhini rānei me te pōtae, ehara i te mea ko koe anake. Ka whiua haeretia ngā kupu pēnei i te konipeti. Anei te aratohu hoa, mārama ki te Ako Mīhini me te AI e toro atu ana, e tāpiri ana i ētahi kupu whakarite whai hua, ā, e hoatu ana ki a koe he mahere mahi ka taea e koe te whakamahi.

Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:

🔗 He aha te AI
He kupu whakataki māmā ki ngā ariā o te AI, tōna hītori, me ngā whakamahinga tūturu.

🔗 He aha te whakamāramatanga o te AI
He aha te hiranga o te māramatanga o te tauira me ngā tikanga hei whakamārama i ngā matapae.

🔗 He aha te karetao humanoid AI?
Ngā āheinga, ngā wero, me ngā whakamahinga mō ngā pūnaha karetao rite ki te tangata.

🔗 He aha te whatunga io i roto i te AI
Ka whakamāramahia ngā pūnga, ngā paparanga, me te ako mā te whakamahi i ngā tauira māmā noa.

He aha te tikanga o te Ako Mīhini me te AI? 🌱→🌳

• te Mātauranga Horihori (AI) te whāinga whānui: ngā pūnaha e mahi ana i ngā mahi e hono ana tātou ki ngā mātauranga tangata - te whakaaro, te whakamahere, te tirohanga, te reo - te ūnga kei runga i te mapi. Mō ngā au me te whānuitanga, ka tukuna e te Stanford AI Index he "āhua o te uniana" pono. [3]

• te Ako Mīhini (ML) he wāhanga iti o te AI: ngā tikanga e ako ana i ngā tauira mai i ngā raraunga hei whakapai ake i tētahi mahi. He anga tawhito, pumau: Ka ako te ML i ngā rauropi e whakapai ake aunoa ana mā te wheako. [1]

He huarahi māmā ki te pupuri i te tika: Ko te AI te maru, ko te ML tētahi o ngā rara . Ehara i te mea ko ngā AI katoa e whakamahi ana i te ML, engari ko te AI hou e whakawhirinaki ana ki a ia i ngā wā katoa. Mena ko te AI te kai, ko te ML te tikanga tunu kai. He ahua kuware, ae, engari ka piri tonu.

Ka rerekē te Ako Mīhini me te AI💡

Ina pātai te tangata mō te Ako Mīhini me te AI, ko ngā hua te mea e hiahiatia ana e rātou, kaua ko ngā kupu whakarāpopoto. He pai te hangarau ina tukuna ēnei:

1. Ngā pikinga kaha mārama

   • He tere ake, he tika ake rānei ngā whakatau i te tukanga mahi a te tangata noa.

   • He wheako hou kāore i taea e koe te hanga i mua, pērā i te tuhi reo maha-reo i te wā tūturu.

2. He porowhita ako pono

   • Ka tae mai ngā raraunga, ka ako ngā tauira, ka pai ake ngā whanonga. Ka huri tonu te porowhita, kāore he raruraru.

3. Te pakari me te haumaru

   • Ngā mōrearea me ngā whakaiti i ngā āhuatanga kua tautuhia pai. Aromatawai whai whakaaro. Kāore he mea miharo i roto i ngā take taha. Ko te Anga Whakahaere Mōrearea NIST AI he kāpehu whai hua, kāore e whakawhirinaki ki te kaihoko. [2]

4. Taunga pakihi

   • Ka rite te tika o te tauira, te roa o te wā, me te utu ki ngā mea e hiahiatia ana e ō kaiwhakamahi. Mēnā he mea whakamiharo engari kāore e nekehia he KPI, he kaupapa whakaaturanga pūtaiao noa iho.

5. Te pakeketanga o te mahi

   • He mahi auau te aroturuki, te whakaputa putanga, te urupare, me te whakangungu anō. He pai te hoha ki konei.

Ki te tutuki i tētahi kaupapa ēnei e rima, he pai te AI, he pai te ML, he rua rānei. Ki te kore e tutuki, he whakaaturanga kua mawhiti pea.

Te Ako Mīhini me te AI i te tirohanga poto: ngā paparanga 🍰

He tauira hinengaro mahi:

• Paparanga raraunga
  Kuputuhi mata, whakaahua, oro, ripanga. Ko te kounga raraunga he pai ake i te rongonui o te tauira i ngā wā katoa.

• Paparanga tauira
  Ko ngā tauira ML matarohia pērā i ngā rākau me ngā tauira rārangi, te ako hōhonu mō te tirohanga me te reo, ā, kei te piki haere tonu ngā tauira turanga.

• Paparanga Whakaaroaro me te Paparanga Taputapu Ngā taputapu
  hei akiaki, hei whakahoki mai, hei āwhina, hei ture, me ngā taputapu aromatawai e huri ana i ngā putanga tauira hei mahi i te mahi.

• Paparanga tono
  Ko te hua e anga atu ana ki te kaiwhakamahi. Koinei te wāhi e rite ana te AI ki te makutu, i ētahi wā rānei… pai noa iho.

Ko te Ako Mīhini me te AI he pātai whānui mō ēnei paparanga. Ko te ML te paparanga tauira. Ka kapi te AI i te puranga katoa. He tauira noa i roto i te mahi: ka hinga te tauira ML māmā me ngā ture hua i te pūnaha "AI" taumaha kia tae rā anō ki te wā e hiahiatia ana te uauatanga tāpiri. [3]

Ngā tauira o ia rā e kitea ai te rerekētanga 🚦

• Tātari pāme

  • ML: he whakarōpūtanga kua whakangungua ki ngā īmēra kua tohua.

  • AI: te pūnaha katoa tae atu ki ngā mahi arorau, ngā pūrongo kaiwhakamahi, ngā paepae urutau, me te whakarōpūtanga.

• Ngā taunakitanga hua

  • ML: tātari mahi tahi, rākau whakarei rōnaki rānei i runga i te hītori pāwhiri.

  • AI: he whakawhaiaro ā-tinana e whai whakaaro ana ki te horopaki, ngā ture pakihi, me ngā whakamārama.

• Ngā kaiawhina kōrerorero

  • ML: te tauira reo tonu.

  • AI: te paipa āwhina me te mahara, te tiki mai, te whakamahinga taputapu, ngā ārai haumaru, me te UX.

Ka kite koe i tētahi tauira. Ko te ML te ngākau ako. Ko te AI te rauropi ora e karapoti ana i a ia.

Ripanga Whakataurite: Ngā taputapu Ako Mīhini me ngā taputapu AI, te hunga whakarongo, ngā utu, te take e mahi ai 🧰

He āhua paru noa iho - nā te mea kāore ngā pepa tuhi tūturu e tino pai te whakapaipai.

*He tohu noa iho. Ko te nuinga o ngā ratonga e tuku ana i ngā taumata kore utu, utu-i-a-koe-te-whakamahi rānei; tirohia ngā whārangi utu mana mō ngā taipitopito o nāianei.

Te kitea o te Ako Mīhini me te AI i roto i te hoahoa pūnaha 🏗️

1. Ngā Whakaritenga

   • AI: te tautuhi i ngā putanga kaiwhakamahi, te haumaru, me ngā here.

   • ML: tautuhia te inenga ūnga, ngā āhuatanga, ngā tapanga, me te mahere whakangungu.

2. Rautaki raraunga

   • AI: te rere o ngā raraunga mai i te pito ki te pito, te whakahaere, te tūmataitinga, te whakaaetanga.

   • ML: tauira, tapanga, whakanui, kitenga paheke.

3. Kōwhiringa tauira

   • Tīmata ki te mea māmā rawa atu ka taea te mahi. Mō ngā raraunga hanganga/ripanga, he uaua te hinga i ngā rākau whakakaha-whakaheke. [5]

   • He kōrero poto: mō ngā kaupapa churn me te tinihanga, kua kite tonu mātou i ngā GBDT e nui ake ana ngā whiwhinga i ngā kupenga hōhonu ake, engari he iti ake te utu me te tere o te mahi. [5]

4. Aromatawai

   • ML: ngā inenga tuimotu pēnei i te F1, ROC AUC, RMSE.

   • AI: ngā inenga ipurangi pēnei i te tahuritanga, te pupuri, me te makona, me te aromatawai tangata mō ngā mahi takitahi. Ka aroturukihia e te AI Index te whanaketanga o ēnei mahi puta noa i te umanga. [3]

5. Haumaru me te whakahaere

   • Tangohia ngā kaupapa here me ngā whakahaere mōrearea mai i ngā anga whai mana. Kua hangaia te NIST AI RMF hei āwhina i ngā whakahaere ki te aromatawai, ki te whakahaere, me te tuhi i ngā mōrearea AI. [2]

Ngā inenga whai tikanga, me te kore e whakamātauria 📏

• Te tika me te whai huatanga
  Tērā pea ka toa tētahi tauira he iti ake te tika mena he pai ake te whakaroa me te utu.

• Te Whakataurite
  Mena ka kī te pūnaha he 90% te māia, he tika tonu i taua tere? Kāore i te tino kōrerohia, he tino hira rawa - ā, he iti noa ngā whakatikatika pēnei i te tauine pāmahana. [4]

• Pakari
  Ka heke pai te kounga i runga i ngā whakaurunga paru? Whakamātauria ngā whakamātautau ahotea me ngā anga taha hangai.

• Te tika me te kino
  Te ine i te mahi a te rōpū. Te tuhi i ngā herenga e mōhiotia ana. Te hono i te mātauranga kaiwhakamahi ki roto i te UI. [2]

• Ngā inenga whakahaere
  Te wā ki te whakatinana, te tere whakahoki, te hou o ngā raraunga, ngā reiti rahunga. Ko ngā paipa hoha e whakaora ana i te rā.

Mō te pānui hohonu ake mō ngā mahi aromatawai me ngā au, ka kohia e te Stanford AI Index ngā raraunga me ngā tātaritanga puta noa i ngā ahumahi. [3]

Ngā mahanga me ngā pūrākau hei karo 🙈

• Pūrākau: he pai ake te nui o ngā raraunga.
  He pai ake ngā tapanga me ngā tauira māngai i te nui o ngā raraunga mata. Ae, heoi anō.

• Pūrākau: ka ea ngā mea katoa i te ako hōhonu.
  Ehara i te mea mō ngā raruraru ripanga iti/waenga; he tino whakataetae tonu ngā tikanga e ahu mai ana i te rākau. [5]

• Pūrākau: Ko te AI he rite ki te mana motuhake katoa.
  Ko te nuinga o ngā uara o ēnei rā i ahu mai i te tautoko whakatau me te aunoatanga wāhanga me te mahi tahi a te tangata. [2]

• Te mahanga: ngā tauākī raruraru koretake.
  Ki te kore e taea e koe te kī i te ine angitu i roto i te rārangi kotahi, ka whaia e koe ngā wairua.

• Te mahanga: te kore aro ki ngā mana raraunga me te tūmataitinga.
  Whāia ngā kaupapa here whakahaere me ngā aratohu ture; te whakarite i ngā kōrero mōrearea me tētahi anga kua whakamanahia. [2]

Te hoko me te hanga: he ara whakatau poto 🧭

• Tīmata mā te hoko mēnā he mea noa tō hiahia, ā, he iti te wā. He tino kaha ngā API tauira-tūāpapa me ngā ratonga whakahaere. Ka taea e koe te whakapūmau i ngā ārai, te tiki mai, me te arotake i muri mai.

• Hangaia he mea hanga motuhake ina he motuhake ō raraunga, ina rānei ko te mahi kei a koe te pūtake. Kia puritia ō pūnaha raraunga me te whakangungu tauira. Kia tumanako ki te haumi ki ngā MLOps.

• He mea noa te whakamahi i te ranu. He maha ngā tīma e whakakotahi ana i tētahi API mō te reo me te ML ritenga mō te whakatauranga, te whakatau mōrearea rānei. Whakamahia te mea e whai hua ana. Whakaranua, whakatauritea hoki ina hiahiatia.

Ngā Pātai Auau Tere hei Wetewete i te Whakararuraru i te Ako Mīhini me te AI ❓

He ako mīhini AI katoa?
Kāore. Ko ētahi AI e whakamahi ana i ngā ture, i te rapu, i te whakamahere rānei, me te iti noa o te ako, kāore rānei. Ko te ML te mea nui rawa atu i tēnei wā. [3]

He AI katoa te ML?
Ae, kei roto te ML i te maru o te AI. Mena ka ako ia i ngā raraunga hei mahi i tētahi mahi, kei roto koe i te rohe AI. [1]

Ko tēhea te mea tika kia kīia i roto i ngā tuhinga: Te Ako Mīhini me te AI?
Mena kei te kōrero koe mō ngā tauira, te whakangungu, me ngā raraunga, me kī ML. Mena kei te kōrero koe mō ngā āheinga e anga atu ana ki te kaiwhakamahi me te whanonga pūnaha, me kī AI. Ki te ruarua koe, kia motuhake.

Me nui ngā huinga raraunga e hiahiatia ana?
Kāore i te katoa. Mā te hangarau āhuatanga mohio, mā te kimi atamai rānei, ka taea e ngā huinga raraunga iti ake te mahi pai ake i ngā huinga raraunga nui ake te haruru - ina koa i runga i ngā raraunga ripanga. [5]

Ā, me pēhea te AI haepapa?
Whakatinanahia mai i te tīmatanga. Whakamahia ngā mahi mōrearea hanganga pērā i te NIST AI RMF, ā, whakapā atu ki ngā kaiwhakamahi mō ngā herenga o te pūnaha. [2]

Ruku hohonu: ML matarohia vs ako hohonu vs tauira turanga 🧩

• ML Matarohia

  • He tino pai mō ngā raraunga ripanga me ngā raruraru pakihi hanganga.

  • He tere te whakangungu, he ngāwari te whakamārama, he iti te utu hei mahi.

  • He maha ngā wā ka honoa ki ngā āhuatanga i hangaia e te tangata me te mātauranga rohe. [5]

• Te ako hōhonu

  • He pai mō ngā tāurunga kore hanganga: ngā whakaahua, ngā oro, ngā reo māori.

  • Me nui ake te rorohiko me te āta whakarite.

  • He hononga ki te whakanui, te whakatikatika, me ngā hoahoanga whakaaro nui. [3]

• Ngā tauira turanga

  • Kua whakangungua mua ki ngā raraunga whānui, ka taea te urutau ki ngā mahi maha mā te akiaki, te whakatikatika pai, te tiki rānei.

  • Me whai ārai, aromatawai, me te whakahaere utu. He maero tāpiri me te tere o te hangarau. [2][3]

He kupu whakarite iti nei he hapa: ko te ML tawhito he pahikara, ko te ako hōhonu he motopaika, ā, ko ngā tauira turanga he tereina e mahi ana hei poti i ētahi wā. He āhua whai kiko mēnā ka titiro matatau koe… kātahi ka kore. He whai hua tonu.

Rārangi arowhai whakatinanatanga ka taea e koe te tahae ✅

1. Tuhia te tauākī raruraru kotahi te rārangi.

2. Tautuhia ngā inenga pono me ngā inenga angitu.

3. Ngā puna raraunga rarangi me ngā mana raraunga. [2]

4. Te tūāpapa me te tauira tino māmā rawa atu.

5. Tāutahia te taupānga ki ngā matau aromatawai i mua i te whakarewatanga.

6. Whakamaherehia ngā takahuri urupare: te tapanga, te arowhai i te nekehanga, te whakangungu anō i te tere.

7. Tuhia ngā whakapae me ngā herenga e mōhiotia ana.

8. Whakahaerehia tētahi whakamātautau iti, whakatairitehia ngā inenga ipurangi ki ō wikitoria tuimotu.

9. Kia tūpato te tauine, kia mataara tonu. Whakanuia te hoha.

Te Ako Mīhini me te AI - te whakarāpopototanga pakari 🍿

• te AI te āheinga whānui ka pā ki tō kaiwhakamahi.

• te ML te mīhini ako e whakakaha ana i tētahi wāhanga o taua āheinga. [1]

• Ehara i te mea ko te ahua tauira te mea nui o te angitu, engari ko te whakatakoto i ngā raruraru mārama, ngā raraunga ma, te aromatawai whaihua, me ngā mahi haumaru. [2][3]

• Whakamahia ngā API hei neke tere, whakaritehia ina waiho hei awaawa mōu.

• Kia mau ki te tirohanga mō ngā tūponotanga. Tangohia te mātauranga mai i te NIST AI RMF. [2]

• Aroturuki i ngā putanga e whai tikanga ana ki te tangata. Kaua ko te tika anake. Ina koa kaua ko ngā inenga whakapehapeha. [3][4]

Ngā Kōrero Whakamutunga - He Roa Rawa, Kāore i Pānuihia 🧾

Ehara te Ako Mīhini me te AI i te pakanga. He whānuitanga. Ko te AI te pūnaha katoa e mahi ana me te mohio mō ngā kaiwhakamahi. Ko te ML te huinga tikanga e ako ana mai i ngā raraunga i roto i taua pūnaha. Ko ngā tīma tino harikoa ka whakaaro ki te ML hei taputapu, ko te AI hei wheako, ā, ko te pānga o te hua hei papa kaute anake e whai tikanga ana. Kia tangata, kia haumaru, kia ine, kia paku pakaru. Kia mahara hoki: ngā pahikara, ngā motopaika, ngā tereina. He tika mō tētahi hēkona, tika? 😉

Ngā Tohutoro

1. Tom M. Mitchell - Te Ako Mīhini (whārangi pukapuka, whakamāramatanga). pānuihia atu

2. NIST - Anga Whakahaere Mōrearea AI (AI RMF 1.0) (whakaputanga mana). pānuihia atu

3. Stanford HAI - Pūrongo Taupū Matauranga Horihori 2025 (PDF mana). pānuihia atu

4. Guo, Pleiss, Sun, Weinberger - Mō te Whakatikatika i ngā Whatunga Io Hou (PMLR/ICML 2017). pānuihia atu

5. Grinsztajn, Oyallon, Varoquaux - He aha i kaha ake ai ngā tauira e ahu mai ana i te rākau i te ako hohonu i runga i ngā raraunga ripanga? (NeurIPS 2022 Huinga Raraunga me ngā Paearu). pānuihia atu

Kimihia te AI Hou i te Toa Kaiāwhina AI Whaimana

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