Whakautu poto: Ko te hangarau AI he huinga tikanga e āhei ai ngā rorohiko ki te ako mai i ngā raraunga, ki te kite i ngā tauira, ki te mārama, ki te whakaputa reo rānei, me te tautoko i ngā whakataunga. Ko te tikanga he whakangungu i tētahi tauira ki ngā tauira, kātahi ka whakamahi hei matapae, hei waihanga ihirangi rānei; i te huringa o te ao, me aroturuki tonu me te whakangungu anō i ia wā.
Ngā kōrero matua hei whakaaroaro:
Whakamāramatanga: Ka whakatauhia e ngā pūnaha AI ngā matapae, ngā taunakitanga, ngā whakataunga rānei mai i ngā whakaurunga uaua.
Ngā pūkenga matua: Ko te ako, te mōhio ki ngā tauira, te reo, te tirohanga, me te tautoko whakatau te tūāpapa.
Pūranga hangarau: He maha ngā wā ka mahi tahi te ML, te ako hōhonu, te NLP, te tirohanga, te RL, me te AI whakaputa.
Huringa Ora: Whakangungu, whakamana, whakatinana, kātahi ka aroturuki mō te hē me te hekenga o te mahi.
Whakahaere: Whakamahia ngā arowhai whakaaro pākiki, te tirotiro tangata, ngā mana whakahaere tūmataitinga/haumarutanga, me te mārama o te kawenga.
Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:
🔗 Me pēhea te whakamātautau i ngā tauira AI
Ngā tikanga whai hua hei aromatawai i te tika, te whakaaro pōhewa, te pakari, me te mahi.
🔗 He aha te tikanga o te AI
He whakamārama māmā mō te tikanga o te AI me ngā whakaaro hē e mōhiotia whānuitia ana.
🔗 Me pēhea te whakamahi i te AI mō te waihanga ihirangi
Whakamahia te AI hei rapu whakaaro, hei tuhi, hei whakatika, hei tauine hoki i ngā ihirangi.
🔗 Kua nui rawa te whakanui i te AI
He tirohanga taurite ki ngā kupu whakaari a te AI, ngā herenga, me ngā hua o te ao tūroa.
He aha te Hangarau AI 🧠
Ko te Hangarau AI (Hangarau Matauranga Horihori) he huinga whānui o ngā tikanga me ngā taputapu e taea ai e ngā mīhini te mahi i ngā whanonga "atamai", pēnei i:
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Te ako mai i ngā raraunga (kaua e whakamaheretia mō ia horopaki)
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Te mōhio ki ngā tauira (ngā kanohi, te tinihanga, ngā tohu hauora, ngā au)
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Te mārama, te whakaputa rānei i te reo (ngā karetao kōrerorero, te whakamāoritanga, ngā whakarāpopototanga)
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Te whakamahere me te whakatau kaupapa (te huarahi, ngā taunakitanga, te mahi karetao)
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Te kitenga (tirohanga, te mōhio ki te kōrero, te whakamārama i ngā pūoko)
Ki te hiahia koe ki tētahi tūāpapa "whaimana", he punga āwhina te anga a te OECD: e whakaarohia ana he pūnaha AI hei mea ka taea te whakatau mai i ngā whakaurunga hei whakaputa putanga pēnei i ngā matapae, ngā taunakitanga, ngā whakataunga rānei e awe ana i ngā taiao. Arā, ka tangohia e ia te ao tūturu uaua → ka whakaputa i tētahi putanga "whakapae pai" → ka pā ki ngā mea ka tupu i muri mai. [1]
Kāore au e teka - he kupu whānui noa iho te kupu "AI". I raro iho i tēnei kupu ka kitea e koe he maha ngā momo kupu iti, ā, ka karanga noa te tangata i a rātou katoa he "AI," ahakoa he tatauranga whakapaipai noa iho e mau ana i te hūti.
Hangarau AI i te reo Pākehā māmā (kāore he kōrero hokohoko) 😄
Whakaarohia kei te whakahaere koe i tētahi whare kawhe, ā, ka tīmata koe ki te whai i ngā ota.
I te tuatahi, kei te whakaaro koe: "Me te mea kei te hiahia ake te iwi ki te miraka ōti i ēnei rā?"
Kātahi ka titiro koe ki ngā tau ka mea: "E kitea ana te pikinga o te miraka ōti i ngā wiki mutunga."
Whakaarohia tētahi pūnaha e:
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e mātakitaki ana i aua whakahau,
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ka kitea ngā tauira kāore i kitea e koe,
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e tohu ana i tāu e hoko ai āpōpō,
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ā, e whakaatu ana i te nui o ngā taonga hei hoko…
Ko te tautoko i te kimi tauira + te matapae + te whakatau ko te putanga o ia rā o te Hangarau AI. He rite ki te hoatu i tētahi takirua kanohi pai ki tō pūmanawa me tētahi pukatuhi āhua aro nui.
I ētahi wā, he rite ki te hoatu i tētahi kākāriki kua tino mōhio ki te kōrero. He āwhina, engari… kāore i te mōhio. Ka kōrerohia anō tēnei i muri mai.
Ngā poraka hanga matua o te Hangarau AI 🧩
Ehara te AI i te mea kotahi. He puranga huarahi e mahi tahi ana:
Te Ako Mīhini (ML)
Ka ako ngā pūnaha i ngā whanaungatanga mai i ngā raraunga, kaua i ngā ture pumau.
Hei tauira: ngā tātari pāme, te matapae utu, te matapae huringa.
Te Ako Hōhonu
He huinga iti o te ML e whakamahi ana i ngā whatunga io me ngā paparanga maha (he pai ki ngā raraunga pōrearea pēnei i ngā whakaahua me ngā oro).
Hei tauira: kōrero-ki-te-kuputuhi, tapanga whakaahua, ētahi pūnaha taunakitanga.
Te Tukatuka Reo Māori (NLP)
He hangarau hei āwhina i ngā mīhini ki te mahi me te reo tangata.
Hei tauira: te rapu, ngā karetao kōrerorero, te tātari kare ā-roto, te tango tuhinga.
Tirohanga Rorohiko
He hangarau mohio e whakamārama ana i ngā whakaurunga tirohanga.
Hei tauira: te kimi hapa i roto i ngā wheketere, te tautoko whakaahua, te whakatere.
Te Ako Whakakaha (RL)
Te ako mā te whakamātau me te hapa mā te whakamahi i ngā utu me ngā whiu.
Ngā tauira: te whakangungu karetao, ngā kaiwhakahaere kēmu, te arotau rauemi.
AI Whakaputa
Ngā tauira e whakaputa ana i ngā ihirangi hou: tuhinga, whakaahua, puoro, waehere.
Ngā tauira: kaiawhina tuhituhi, tauira hoahoa, taputapu whakarāpopototanga.
Ki te hiahia koe ki tētahi wāhi hei whakarite i te maha o ngā rangahau AI hou me te kōrero ki te marea (me te kore e rewa tonu tō roro), he pokapū tohutoro pakari a Stanford HAI. [5]
He tauira hinengaro tere mō "te āhua o tana mahi" (whakangungu, whakamahi rānei) 🔧
E rua ngā wāhanga nui o te nuinga o ngā hangarau mohio hou:
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Whakangungu: ka ako te tauira i ngā tauira mai i ngā tauira maha.
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Whakatau: ka whiwhi te tauira kua whakangungua i tētahi tāuru hou, ā, ka whakaputa i tētahi putanga (matapae / whakarōpūtanga / tuhinga kua hangaia, me ētahi atu).
He pikitia whai hua, ehara i te mea tino pāngarau:
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Kohikohi raraunga (kuputuhi, whakaahua, whakawhitiwhitinga, tohu pūoko)
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Hangaia (ngā tapanga mō te ako e tirotirohia ana, te hanganga rānei mō ngā huarahi ako-whaiaro/ā-wāhanga-e tirotirohia ana)
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Whakangungu (whakapaipai i te tauira kia pai ake ai te mahi i ngā tauira)
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Whakamanahia ngā raraunga kāore anō kia kitea (hei hopu i te overfitting)
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Whakatakotoria
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Aroturuki (nā te mea ka huri te ao tūturu, ā, kāore ngā tauira e whai i ngā mea e hiahiatia ana)
Whakaaro matua: he maha ngā pūnaha AI kāore e "mārama" pērā i te tangata. Ka ako rātou i ngā whanaungatanga tatauranga. Koia te take ka taea e te AI te tino pai ki te mohio ki ngā tauira, engari ka rahua tonu i te mārama noa. He rite ki te kaimahi tunu kai mohio e wareware ana i ētahi wā kei te noho ngā pereti.
Ripanga Whakataurite: ngā kōwhiringa Hangarau AI noa (me ō rātou painga) 📊
Anei tētahi huarahi whai hua hei whakaaroaro mō ngā "momo" o te Hangarau AI. Kāore i te tino tika, engari he āwhina.
| Momo Hangarau AI | Pai rawa atu mō (te hunga whakarongo) | Te utu pea | He aha i tere ai te mahi? |
|---|---|---|---|
| Aunoatanga e hangai ana ki ngā ture | Ngā tīma mahi iti, ngā rerengamahi auau | Iti | He ngāwari te arorau mēnā-kātahi, he pono… engari he pakarukaru ina kore e taea te matapae i te ao |
| Te Ako Mīhini Matarohia | Ngā kaitātari, ngā tīma hua, te matapae | Waenga | Ka ako i ngā tauira mai i ngā raraunga hanganga - he pai mō ngā "ripanga + ngā au" |
| Te Ako Hōhonu | Ngā tīma tirohanga/oro, te tirohanga matatini | Teitei rawa | He kaha ki ngā whakaurunga pōrearea, engari me raraunga + rorohiko (me te manawanui) |
| NLP (tātari reo) | Ngā rōpū tautoko, ngā kairangahau, ngā whakaritenga ture | Waenga | Ka tangohia te tikanga/ngā hinonga/te whāinga; ka taea tonu te hē o te pānui i te whakatoi 😬 |
| AI Whakaputa | Hokohoko, tuhituhi, waehere, whakaaro | Rerekē | He tere te hanga ihirangi; ko te kounga e whakawhirinaki ana ki ngā tohutohu me ngā ārai ... āe, he kōrero wairangi māia i ētahi wā |
| Te Ako Whakakaha | Ngā karetao, ngā tohunga arotautanga (e kīia ana me te aroha) | Teitei | Ka ako rautaki mā te tūhura; he kaha engari he utu nui te whakangungu |
| Te taha AI | IoT, ngā wheketere, ngā taputapu hauora | Waenga | Ka whakahaere i ngā tauira i runga i te pūrere mō te tere me te tūmataitinga - he iti ake te whakawhirinaki ki te kapua |
| Ngā pūnaha ranu (AI + ture + tangata) | Ngā umanga, ngā rerengamahi nui-tūponotanga | Waenga-teitei | Whaihua - kei te mau tonu te tangata i ngā wā "tāria, he aha?" |
Āe, he ahua koretake te tēpu - koinā te ao. Ka taupatupatu ngā kōwhiringa Hangarau AI pērā i ngā pane whakarongo i roto i te pouaka.
He aha te mea e pai ai te pūnaha hangarau AI? ✅
Koinei te wāhanga e pekehia ana e te tangata nā te mea kāore i te kanapa. Engari i roto i te mahi, koinei te wāhi e ora ai te angitu.
Ko te tikanga, he pūnaha Hangarau AI "pai" ēnei:
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He mahi mārama te
"Āwhina tautoko i te aromatawai i ngā tīkiti" i runga ake i te "kia mātau ake" i ngā wā katoa. -
He kounga raraunga pai.
He para ki roto, he para ki waho… ā, i ētahi wā he para ki waho me te māia 😂 -
Ngā putanga ine
Te tika, te auau hapa, te penapena wā, te whakaiti i te utu, te whakapai ake i te makona o te kaiwhakamahi. -
Ngā arowhai whakaaro pākiki me te tika (ina koa i roto i te whakamahinga nui)
Mena ka pā ki te oranga o te tangata, ka whakamatautauria e koe - ā, ka whakaarohia e koe te whakahaere mōrearea hei mea huringa ora, ehara i te pouakataki kotahi. Ko te Anga Whakahaere Mōrearea AI a NIST tētahi o ngā pukapuka tākaro tūmatanui mārama rawa atu mō tēnei momo huarahi "hanga + ine + whakahaere". [2] -
Te tirotiro a te tangata i ngā wāhi e tika ana
Ehara i te mea he tino tika te tangata (lol), engari he mea nui te kawenga. -
Te aroturuki i muri i te whakarewatanga
Ka nekeneke ngā tauira. Ka huri ngā whanonga a te kaiwhakamahi. Kāore te ao tūturu e aro ki ō raraunga whakangungu.
He "tauira whakakotahi" tere (i runga i ngā whakatakotoranga tino noa)
Kei te whakatinanahia e te tīma tautoko te ara tīkiti ML. Wiki 1: he wikitoria nui. Wiki 8: ka huri ngā kaupapa tīkiti i te whakarewatanga o te hua hou, ā, ka kino haere te ara. Ehara i te "AI" te whakatikatika - engari ko te aroturuki + te whakangungu anō i ngā mea whakaoho + te ara whakahoki tangata. Ko te paipa koretake te mea e whakaora ana i te rā.
Haumarutanga + tūmataitinga: ehara i te mea whiriwhiri, ehara i te kōrero poto 🔒
Ki te pāngia ngā raraunga whaiaro e tō AI, kei roto koe i te rohe "ture pakeke".
Ko te tikanga e hiahia ana koe ki: ngā mana whakahaere urunga, te whakaiti i ngā raraunga, te pupuri tupato, ngā herenga kaupapa mārama, me te whakamātautau haumarutanga kaha - me te tūpato anō hoki ina pāngia te tangata e ngā whakataunga aunoa. Ko te aratohu a te ICO o te UK mō te AI me te tiakitanga raraunga he rauemi whai hua, he rauemi whakahaere-whakahaere mō te whakaaro ki te tika, te māramatanga, me te whakatinanatanga e hangai ana ki te GDPR. [3]
Ngā mōrearea me ngā herenga (arā, te wāhanga ka akohia e te tangata mā te ara uaua) ⚠️
Kāore e taea te whakawhirinaki tonu ki te hangarau AI. Ngā hapa noa:
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Te whakaaro pōhēhē me ngā hua kore taurite
Mena e whakaata ana ngā raraunga whakangungu i te kore taurite, ka taea e ngā tauira te whakahoki, te whakanui rānei. -
Ngā moemoeā (mō te AI whakaputa)
Ko ētahi tauira ka whakaputa whakautu e tika ana te ahua engari kāore. Ehara i te "tītaha" - he rite tonu ki te katakata improv me te maia. -
Ngā ngoikoretanga haumarutanga
Ngā whakaekenga hoariri, te werohanga tere, te paihana raraunga - āe, ka pōhēhē haere. -
Te whakawhirinaki nui rawa
Ka mutu te pātai a te tangata mō ngā putanga, ā, ka ngaro ngā hapa. -
huri
te ao. Kāore te tauira e huri, ki te kore koe e pupuri.
Ki te hiahia koe ki tētahi tirohanga pumau mō te "tikanga matatika + whakahaere + paerewa", ko te mahi a IEEE mō ngā tikanga matatika o ngā pūnaha motuhake me te atamai he tohutoro kaha mō te matapakinga o te hoahoa kawenga i te taumata umanga. [4]
Me pēhea te whiriwhiri i te Hangarau AI tika mō tō whakamahinga 🧭
Mena kei te arotake koe i te Hangarau AI (mō tētahi pakihi, mō tētahi kaupapa, mō te hiahia noa rānei), tīmata ki konei:
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Tautuhia te putanga
He aha te whakatau, te mahi rānei e whakapai ake ana? He aha ngā panonitanga inenga? -
Arotakehia te pono o ō raraunga.
He nui āu raraunga? He ma? He whakaaro pōhēhē? Nō wai te mana? -
Kōwhiria te huarahi māmā rawa e whai hua ana
. I ētahi wā ka hinga ngā ture i te ML. I ētahi wā ka hinga ngā ML matarohia i te ako hōhonu.
He taake ka utua e koe ake tonu atu te uauatanga. -
Mahere mō te whakatinanatanga, kaua ko te whakaaturanga anake.
Whakaurunga, whakaroa, aroturuki, whakangungu anō, whakaaetanga. -
Tāpirihia ngā ārai.
Arotake tangata mō ngā mea nui, te takiuru, me te whakamārama i ngā wāhi e tika ana. -
Whakamātauria ki ngā kaiwhakamahi tūturu
Ka mahia e ngā kaiwhakamahi ngā mea kāore i whakaarohia e ō kaihoahoa. I ngā wā katoa.
Ka kī mārama atu ahau: ko te kaupapa Hangarau AI pai rawa atu he 30 ōrau te tauira, 70 ōrau te paipa wai. Kāore i te ātaahua. He tino tūturu.
He whakarāpopototanga poto me te tuhipoka whakamutunga 🧁
te Hangarau AI te pouaka taputapu e āwhina ana i ngā mīhini ki te ako mai i ngā raraunga, ki te mōhio ki ngā tauira, ki te mārama ki te reo, ki te kite i te ao, me te whakatau - i ētahi wā ka whakaputa ihirangi hou. Kei roto ko te ako mīhini, te ako hōhonu, te NLP, te tirohanga rorohiko, te ako whakapakari, me te AI whakaputa.
Ki te tangohia tētahi mea: He kaha te hangarau AI, engari kāore e pono tonu. Ko ngā hua pai rawa atu ka puta mai i ngā whāinga mārama, ngā raraunga pai, te whakamātautau tupato, me te aroturuki tonu. Tāpiri atu ki tētahi horopeta pai o te ruarua - pērā i te pānui i ngā arotake wharekai e ahua hihiri rawa ana 😬
Tauira o te ao tūturu: Te hanga i tētahi kaiawhina tautoko AI mō te whakarōpūtanga tīkiti 🎫
Horopaki
Whakaarohia he kamupene SaaS iti e whiwhi ana i te 180–220 tīkiti tautoko kiritaki i ia wiki. E toru ngā āpiha tautoko a te tīma, ā, ko te mea nui e pau ana te wā ko te kore whakautu i ngā tīkiti - engari ko te whakarite i a rātou.
Ko ētahi tīkiti he take utu. Ko ētahi he pūrongo pepeke. Ko ētahi he pātai "me pēhea taku tautuhi anō i taku kupuhipa?". Ko ētahi he raruraru urunga pūkete tere kāore e tika kia noho tonu i te rārangi mō te haurua o te rā.
Ka taea e tētahi kaiawhina tātaritanga AI māmā te āwhina mā te pānui i ngā tīkiti hou, te whakarōpū i aua tīkiti, te whakaaro i tētahi taumata matua, te tuhi i tētahi whakarāpopototanga poto ā-roto, me te tuku atu ki te tangata tika. Kāore e whakakapi i te tīma tautoko. Ka tangohia noa e ia te mahi tātaritanga tuatahi-haerenga auau.
Ngā mea e hiahiatia ana e te kaiawhina
Hei whakaū i tēnei uara, me whai te tīma i ēnei mea:
Ngā kāwai tautoko kiritaki, pērā i te Utu, te Pepeke, te Uru ki te Pūkete, te Tono Āhuatanga, me te Pātai Whānui
Ngā ture matua, hei tauira: "Kua maukati te pūkete + te kiritaki e utu ana = te matua nui"
He tauira torutoru o ngā tīkiti o mua kua tohua tika
He rārangi o ngā mea kāore e tika kia mahia e te AI, pērā i te tuku moni whakahoki, te whakaari i ngā whakatikatika, te whakarerekē rānei i ngā tautuhinga pūkete
He taahiraa arotake tangata mō ngā tīkiti whawhati tata, ture, nama, haumaru rānei
He huarahi māmā ki te whai i te whakaaetia, i te whakatikatikaina rānei o te ara o te AI e te tīma tautoko
Tauira tohutohu
Ka taea e koe te hoatu i tētahi tohutohu ki te kaiawhina penei:
Pānuihia te tīkiti tautoko kiritaki, ka whakarōpūtia kia kotahi te kāwai: Nama, Hapa, Uru ki te Pūkete, Tono Āhuatanga, Pātai Whānui rānei. Whakatakotoria he kaupapa matua o te Iti, Waenga, Teitei rānei mā te whakamahi i ngā ture tautoko a te kamupene. Tuhia he whakarāpopototanga ā-roto kotahi te rerenga. Kaua e oati ki te whakahoki moni, ki te whakatika, ki te wātaka, ki te whakakore kaupapa here rānei. Mēnā ka whakahuatia i roto i te tīkiti he pūkete kua raka, he utu kore i rahua, he āwangawanga haumarutanga, he kiritaki riri rānei, tohua kia arotakehia e te tangata.
Tauira tīkiti:
"I utua e au te mahere Pro inanahi engari kei te kī tonu taku pūkete he Koreutu. Me whakatika tēnei i mua i te waea mai o tētahi kiritaki i tēnei ahiahi."
Putanga pai:
Kāwai:
Te Matua o te Utu: Teitei
Whakarāpopototanga: Kua utua te kiritaki mō te Pro engari kei te kite tonu i te mahere Koreutu, ā, me uru atu i mua i te waea mai o te kiritaki i tēnei rā.
Arotake tangata: Āe - he raruraru utu/uru atu me te pēhanga wā.
Putanga kino:
"Aroha mai, kua whakahoutia e mātou tō pūkete."
He mōrearea taua whakautu kino nā te mea kei te whakaari te AI kei te mahi i tētahi mahi kāore pea i a ia te whakaaetanga ki te mahi.
Me pēhea te whakamātautau
I mua i te whakamahi i te kaiawhina i runga i ngā tīkiti ora, whakamātauria ki ngā tīkiti tawhito 30–50 kei reira kua mōhiotia kētia te kāwai me te kaupapa matua tika.
Tērā pea kei roto i tētahi huinga whakamātautau whai hua:
10 ngā pātai "me pēhea te mahi" māmā
10 ngā tīkiti utu, ngā tīkiti uru-mahere rānei
10 ngā pūrongo pepeke
5 ngā karere a te kiritaki e riri ana, e akiaki ana rānei
5 ngā tīkiti whanoke e whakahua ana i ngā raruraru e rua i te wā kotahi
Aroturukihia ngā mea e toru:
I whiriwhiria e ia te kāwai tika?
I whiriwhiria e ia te kaupapa matua tika?
I tika te tohu i ngā tīkiti mōrearea mō te arotake a te tangata?
Me whakamātau hoki te tīma i ngā whakaurunga tauhou, pērā i ngā karere poto rawa, te whakatoi, ngā whakaahua mata kāore he tuhinga, ngā amuamu koretake, me ngā kiritaki e whakamahi ana i ngā ingoa hua hē.
Hua
Hua tauira: i runga i te wā i whakamahia ai ngā tauira tīkiti 40 i mua atu, ā, i muri mai i te whakamahinga o te tukanga mahi.
Te wā tātari ā-ringa: 3 meneti mō ia tīkiti
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Ehara ēnei tau i te paearu whānui. He tauira whakatau tata noa iho ēnei ka taea e te tīma te manatoko mā te tatau i ngā tīkiti ora, te tatau i ngā whakarōpūtanga kua whakatikatikaina, me te arotake i ngā rangitaki tautoko ā-wiki.
He aha te mea ka hē
Tērā pea kāore te kaiawhina e aro nui ki tētahi kiritaki riri nā te mea kāore te karere e whakamahi ana i ngā kupu akiaki e kitea whānuitia ana.
Tērā pea ka whakarōpūtia he hapa nama hei "Utu" anake ina hiahiatia ana hoki te tīma hua.
Tērā pea ka puta he whakarāpopototanga māia e ngaro ana tētahi kōrero nui e huna ana i te pito o te tīkiti.
Tērā pea ka whakawhirinaki ki ngā ture tautoko kua tawhito mēnā ka huri te utu, ngā kaupapa here whakahoki moni, ngā huarahi whakapiki utu rānei.
Ko te hapa nui ko te tuku i te AI ki te tuku i ngā tīkiti kia ata haere, me te kore e ine i ngā whakatikatika. Ki te whakatika tonu ngā kaihoko i te hapa AI kotahi, ka noho hei raraunga whakangungu hei whakapai ake - ehara i te mea hei wareware.
He kai tango-ā-ringa whai hua
Koinei te wāhi e whai hua ai te Hangarau AI i roto i te mahi: ehara i te mea he roro makutu, engari he rerenga mahi whakahaere. Hoatu he mahi whaiti, he ture mārama, he tauira whakamātautau, he whāinga ine, me te ara hoki whakamuri tangata. He nui ake te pono o taua huinga i te tono ki te AI kia "whakahaere i te tautoko" me te tumanako kia pai te hua.
Ngā Pātai Auau
He aha te hangarau AI i ngā kupu māmā noa iho?
Ko te hangarau AI he kohinga tikanga e āwhina ana i ngā rorohiko ki te ako mai i ngā raraunga me te whakaputa i ngā putanga mahi pēnei i ngā matapae, ngā taunakitanga, ngā ihirangi kua hangaia rānei. Engari i te whakamaheretia me ngā ture pumau mō ia āhuatanga, ka whakangungua ngā tauira ki ngā tauira, kātahi ka whakamahia ki ngā whakaurunga hou. I roto i ngā whakatinanatanga whakaputa, me aroturuki tonu te AI nā te mea ka taea e ngā raraunga ka tūtakihia te huri i roto i te wā.
He pēhea te mahi a te hangarau AI i roto i te mahi (whakangungu vs whakatau)?
E rua ngā wāhanga matua o te nuinga o ngā hangarau AI: te whakangungu me te whakatau. I te wā whakangungu, ka ako te tauira i ngā tauira mai i tētahi huinga raraunga - mā te arotau i tana mahi i runga i ngā tauira e mōhiotia ana. I te wā whakatau, ka tangohia e te tauira kua whakangungua tētahi tāuru hou ka whakaputa i tētahi putanga pēnei i te whakarōpūtanga, te matapae, te tuhinga kua whakaputaina rānei. I muri i te whakatinanatanga, ka heke pea te mahi, nō reira he mea nui te aroturuki me te whakangungu anō i ngā whakaoho.
He aha te rerekētanga i waenga i te ako mīhini, te ako hōhonu, me te AI?
Ko te AI te kupu whānui mō te whanonga mīhini "atamai", ko te ako mīhini ia he huarahi noa i roto i te AI e ako ana i ngā whanaungatanga mai i ngā raraunga. Ko te ako hohonu he wāhanga iti o te ako mīhini e whakamahi ana i ngā whatunga io maha-paparanga, ā, he pai te mahi ki ngā whakaurunga haruru, kore hanganga pērā i ngā whakaahua, i ngā oro rānei. He maha ngā pūnaha e whakakotahi ana i ngā huarahi kaua e whakawhirinaki ki te tikanga kotahi.
He aha ngā momo raruraru e pai ai te hangarau AI?
He tino kaha te hangarau AI ki te mōhio ki ngā tauira, ki te matapae, ki ngā mahi reo, me te tautoko whakatau. Ko ngā tauira noa ko te kimi pāme, te matapae i ngā huringa, te ara tīkiti tautoko, te kōrero-ki-te-kuputuhi, me te kimi hapa tirohanga. He maha ngā wā ka whakamahia te AI whakaputa mō te tuhi, te whakarāpopototanga, te whakaaro rānei, i te mea ka taea e te ako whakapakari te āwhina i ngā raruraru arotau me te whakangungu i ngā kaihoko mā te utu me ngā whiu.
He aha i rerekē ai ngā tauira AI, ā, me pēhea te ārai i te hekenga o te mahi?
Ka puta te rerekētanga o te tauira ina huri ngā āhuatanga - te whanonga kaiwhakamahi hou, ngā hua hou, ngā tauira tinihanga hou, te whakawhiti reo - i te mea kei te whakangungu tonu te tauira ki ngā raraunga tawhito. Hei whakaiti i te hekenga o te mahi, ka aroturukihia e ngā tīma ngā inenga matua i muri i te whakarewatanga, ka whakatakoto i ngā paepae mō ngā matohi, ka whakarite arotake ā-wā. Ina kitea te rerekētanga, ka āwhina te whakangungu anō, ngā whakahoutanga raraunga, me ngā ara whakahoki tangata ki te pupuri i te pono o ngā putanga.
Me pēhea te whiriwhiri i te hangarau AI tika mō tētahi whakamahinga motuhake?
Tīmata mā te tautuhi i te putanga me te inenga e hiahia ana koe ki te whakapai ake, kātahi ka aromatawai i te kounga o ō raraunga, ngā mōrearea whakahāwea, me te mana whakahaere. Ko te huarahi noa ko te whiriwhiri i te tikanga māmā rawa atu ka taea te whakatutuki i ngā whakaritenga - i ētahi wā ka hinga ngā ture i te ML, ā, ka taea e te ML matarohia te eke ki runga ake i te ako hohonu mō ngā raraunga "ripanga + au" kua whakaritea. Whakamaherehia te whakaurunga, te whakaroa, ngā whakaaetanga, te aroturuki, me te whakangungu anō - kaua ko te whakaaturanga noa iho.
He aha ngā mōrearea me ngā herenga nui rawa atu o te hangarau AI?
Ka taea e ngā pūnaha AI te whakaputa hua whakahāwea, kore rānei i te tika ina whakaatahia e ngā raraunga whakangungu te kore taurite o te hapori. Ka taea hoki e te AI whakaputa te "whakaaroaro", te whakaputa putanga maia engari kāore e pono. Kei reira anō ngā mōrearea haumarutanga, tae atu ki te werohanga tere me te paihana raraunga, ā, ka taea e ngā tīma te whakawhirinaki nui ki ngā putanga. Ko te whakahaere tonu, te whakamātautau, me te tirotiro tangata he mea nui, inā koa i roto i ngā rerenga mahi nui.
He aha te tikanga o te "whakahaere" mō te hangarau AI i roto i te mahi?
Ko te tikanga o te whakahaere ko te whakatakoto i ngā mana whakahaere mō te hanga, te whakatinanatanga, me te pupuri i te AI kia mārama ai te kawenga. I roto i te mahi, kei roto i tēnei ko ngā tirotiro whakaaro kino, ngā mana whakahaere tūmataiti me te haumarutanga, te tirotiro a te tangata i ngā wāhi e nui ana ngā pānga, me te takiuru mō te arotakenga. Ko tōna tikanga hoki ko te whakahaere i te whakahaere mōrearea hei mahi huringa ora - te whakangungu, te whakamana, te whakatinanatanga, kātahi ka aroturuki tonu me ngā whakahoutanga i te huringa o ngā āhuatanga.
Ngā Tohutoro
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NIST - Anga Whakahaere Mōrearea o te Maramarama Horihori (AI RMF 1.0) PDF
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Te Rōpū Paerewa IEEE - Kaupapa Ao mō ngā Tikanga Matatika o ngā Pūnaha Motuhake me te Atamai