He aha te AI?

He aha te AI?

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?

  • 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.

  • 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.

  • Tere i te tauine - kia oti te whakangungu, ka tere, ka oma tonu ngā tauira, ahakoa te nui o te taumahatanga.

  • 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.

  • Te whakaaro tūpono - he ātaahua ake tā rātou whakahaere i te koretake i ngā ngahere pakarukaru me i kore.

  • 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.

  • 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:

  1. Raraunga - tauira o te reo, ngā whakaahua, ngā pāwhiri, ngā pānui pūoko.

  2. Whāinga - he mahi ngaronga e whakaatu ana i te āhua o te "pai".

  3. Ngā Arorau - te tukanga whakangungu e akiaki ana i tētahi tauira kia whakaiti i taua ngaronga.

  4. Aromatawai - ngā huinga whakamātautau, ngā inenga, ngā arowhai hauora.

  5. Te Whakatakotoranga - mā te tauira e mahi te aroturuki, te haumaru, me ngā ārai.

E rua ngā tikanga whānui:

  • He AI tohu, he AI ​​arorau rānei - he ture mārama, he kauwhata mātauranga, he rapu. He pai mō ngā whakaaro ōkawa me ngā here.

  • 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:

  • Ako mā te tirotiro - ako mai i ngā tauira kua tohua.

  • Kāore i te tirotirohia, me te tirotiro-ā-koe - akohia te hanganga mai i ngā raraunga kāore i te tapangahia.

  • Te ako whakapakari - te ako mā te whakamātautau me te urupare.

  • Te whakatauira whakaputa - ako ki te whakaputa tauira hou e āhua tūturu ana.

E rua ngā whānau whakatipu ka rongo koe i ia rā:

  • 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]

  • 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 📱🗺️📧

  • Rapu me ngā taunakitanga - te whakatauranga i ngā hua, ngā whāngai, ngā ataata.

  • Īmēra me ngā tuhinga - whakaoti aunoa, whakarāpopototanga, arowhai kounga.

  • Kāmera me te oro - whakakore haruru, HDR, tuhi.

  • Whakatere - te matapae waka, te whakamahere huarahi.

  • Tautoko me te ratonga - ngā kaihoko kōrerorero e whakarōpū ana, e tuhi ana hoki i ngā whakautu.

  • Te waehere - ngā whakaaro, ngā whakatikatika, ngā whakamātautau.

  • 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

  • Ka whakahaere marie i ngā huinga raraunga nui, pōrearea hoki.

  • Ka tauinehia puta noa i ngā mahi me te mīhini matua kotahi.

  • Ka ako i te hanganga huna kāore i hangaia e tātou. [2]

Ngā rohe

  • Te moemoeā - ka puta pea i ngā tauira he mea pono te tangi engari he hē.

  • Te whakaaro pōhēhē - ka taea e ngā raraunga whakangungu te whakamārama i ngā whakaaro pōhēhē pāpori ka tāruatia e ngā pūnaha.

  • Pakari - ka taea e ngā āhuatanga taha, ngā whakaurunga taupatupatu, me te nekehanga tohatoha te pakaru i ngā mea.

  • Te tūmataitinga me te haumarutanga - ka turuturu pea ngā raraunga tairongo ki te kore koe e tūpato.

  • 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:

  • 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]

  • 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 🧰

  • Te kitenga - te tirohanga, te kōrero, te whakakotahitanga o ngā pūoko.

  • Reo - kōrerorero, whakamāori, whakarāpopototanga, tango kupu.

  • Matapae - te matapae tono, te tatau mōrearea, te kimi i ngā āhuatanga rerekē.

  • Te whakamahere me te whakahaere - te karetao, te whakahaere ratonga.

  • 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 🧪🔍

  1. Tautuhia te mahi - tauākī mahi kotahi-rerekē.

  2. Kōwhiria ngā inenga - te tika, te whakaroa, te utu, ngā mea e whakaoho ana i te haumaru.

  3. Waihangahia he huinga whakamātautau - he tohu, he kanorau, he roa te wā.

  4. Tirohia ngā aratau rahunga - ngā tāurunga me whakakahore e te pūnaha, me whakapiki rānei.

  5. Whakamātautauhia te whakaaro pākiki - ngā wāhanga taupori me ngā āhuatanga tairongo mēnā e tika ana.

  6. Te tangata i roto i te takahuri - tohua te wā me arotake e te tangata.

  7. Takiuru me te aroturuki - te kimi i te paheketanga, te urupare ki ngā aituā, ngā hurihanga whakamuri.

  8. 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 🙃

  • "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]

  • "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]

  • "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]

  • "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 ⏱️

  • 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]

  • 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 📚

  • Tauira - he mahi kua whakarārangihia ngā tawhā ka whakangungua e mātou hei mahere i ngā tāuru ki ngā putanga.

  • Whakangungu - te arotau i ngā tawhā hei whakaiti i te ngaronga o ngā tauira.

  • Te tāpiri rawa - he pai te mahi a ngā raraunga whakangungu, engari he pai ki tētahi atu wāhi.

  • Te moemoeā - he putanga orotika engari he hē te kōrero.

  • RAG - te whakatupuranga whakarei ake i te tiki mai e rapu ana i ngā puna hou.

  • Te whakataurite - te hanga whanonga kia rite ki ngā tohutohu me ngā tikanga.

  • Haumaru - te aukati i ngā putanga kino me te whakahaere i te mōrearea puta noa i te huringa ora.

  • Whakatau - te whakamahi i tētahi tauira kua whakangungua hei whakatakoto matapae.

  • Whakaroa - te wā mai i te whakauru ki te whakautu.

  • 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

Kimihia te AI Hou i te Toa Kaiāwhina AI Whaimana

Mō Mātou

Hoki ki te rangitaki