Ina kōrero te tangata mō te AI i ēnei rā, ka huri te kōrero ki ngā karetao kōrerorero e ahua tangata ana, ki ngā whatunga io nui e rapu raraunga ana, ki ngā pūnaha mohio whakaahua rānei e kite pai ake ana i ngā ngeru i tā ētahi tāngata ngenge. Engari i mua noa atu i taua haruru, i reira te AI Tohu . Ā, he mea whakamiharo - kei konei tonu, kei te whai hua tonu. Ko te tikanga he whakaako i ngā rorohiko ki te whakaaro pēnei i te tangata: te whakamahi i ngā tohu, te arorau, me ngā ture . He mea tawhito? Tērā pea. Engari i roto i te ao e aro nui ana ki te AI "pouaka pango", he mea hou te māramatanga o te AI Tohu [1].
Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:
🔗 He aha te kaiwhakaako AI
E whakamārama ana i te tūranga me ngā kawenga o ngā kaiwhakaako AI o ēnei rā.
🔗 Ka whakakapia te pūtaiao raraunga e te AI?
Ka tūhuratia mēnā ka mōrearea ngā mahi pūtaiao raraunga i ngā whanaketanga o te AI.
🔗 Nō hea te AI e whiwhi ai i ana mōhiohio?
Ka wetewete i ngā pūtake e whakamahia ana e ngā tauira AI hei ako me te urutau.
Ngā Kaupapa Taketake o te AI Tohu✨
Anei te mea nui: Ko te AI tohu he mea hanga i runga i te māramatanga . Ka taea e koe te whai i te arorau, te wero i ngā ture, me te kite tika he aha i kī ai te mīhini i tāna i mahi ai. Whakatauritea tēnā ki tētahi kupenga io e tuku noa ana i tētahi whakautu - he rite ki te pātai ki tētahi taiohi "he aha?" ā, ka whiwhi pakihiwi. Ko ngā pūnaha tohu, he rerekē, ka mea: "Nā te mea ko A me B te tohu o C, nō reira ko C." Ko taua āheinga ki te whakamārama i a ia anō he huringa kēmu mō ngā mea nui (rongoā, pūtea, tae noa ki te rūma whakawā) e tono tonu ana tetahi mō ngā taunakitanga [5].
He kōrero poto: i whakaurua e tētahi tīma ture i tētahi peeke nui ngā kaupapa here whiu ki roto i tētahi miihini ture. He mea pēnei i te: "mēnā ka piki ake te whenua_taketake ∈ {X} me te ngaronga_pārongo_painga →." Ko te mutunga? I tae mai ia kēhi kua tohua me tētahi mekameka whakaaro ka taea te whai, ka taea te pānui e te tangata. I pai ki tēnei. Koinei te mana nui o te Symbolic AI - te whakaaro mārama, ka taea te tirotiro .
Ripanga Whakataurite Tere 📊
| Utauta / Huarahi | Ko wai e whakamahi ana | Awhe Utu | He aha i pai ai (kāore rānei e pai) |
|---|---|---|---|
| Ngā Pūnaha Tohunga 🧠 | Ngā tākuta, ngā miihini | Te whakatūnga utu nui | He tino mārama te whakaaro e ahu mai ana i ngā ture, engari he pakarukaru [1] |
| Ngā Kauwhata Mātauranga 🌐 | Ngā miihini rapu, ngā raraunga | Utu whakaranu | Ka hono i ngā hinonga + ngā whanaungatanga i te tauine [3] |
| Ngā karetao kōrerorero e hangai ana ki ngā ture 💬 | Ratonga kiritaki | Iti-waenga | He tere te hanga; engari he rerekētanga? kāore i te tino |
| AI Tohu-Rau ⚡ | Ngā kairangahau, ngā kamupene hou | Teitei i mua | Arorau + ML = tauira whakamārama [4] |
Te Mahi a te AI Tohu (I roto i te Mahi) 🛠️
I tōna pūtake, e rua noa iho ngā mea o te Symbolic AI: ngā tohu (ngā ariā) me ngā ture (te hononga o aua ariā). Hei tauira:
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Ngā Tohu:
Kurī,Kararehe,Hiku -
Ture: Mēnā he Kurī a X → he Kararehe a X.
Mai i konei, ka taea e koe te tīmata ki te hanga mekameka arorau - pērā i ngā wāhanga LEGO mamati. I rongoatia e ngā pūnaha tohunga tawhito ngā meka ki roto i ngā takitoru (huanga–ahanoa–uara) ā, i whakamahia he kaiwhakamāori ture e aro ana ki te whāinga hei whakamatau i ngā patai i ia taahiraa [1].
Ngā Tauira Tūturu o te AI Tohu 🌍
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MYCIN - pūnaha tohunga hauora mō ngā mate pāwera. He ture, he ngāwari ki te whakamārama [1].
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DENDRAL - te matū o mua, te AI i matapae i ngā hanganga ngota mai i ngā raraunga ine matawai [2].
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Kauwhata Mātauranga Google - te mahere i ngā hinonga (tangata, wāhi, mea) + ō rātou whanaungatanga hei whakautu i ngā pātai "mea, ehara i te aho" [3].
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Ngā karetao e hangai ana ki ngā ture - ngā rerenga kua tuhia mō te tautoko kiritaki; he pakari mō te ōritetanga, he ngoikore mō te kōrerorero tuwhera.
He aha i hinga ai te AI Tohu (engari kāore i mate) 📉➡️📈
Koinei te wāhi e hē ai te Pūmanawa Hinengaro Tohu: te ao tūturu pōrearea, kāore i oti, ā, he ao whakahēhē. He mea hoha te pupuri i tētahi turanga ture nui, ā, ka taea e ngā ture pakarukaru te pupuhi haere tae noa ki te wā e pakaru ai.
Heoi - kāore i tino ngaro. Whakauruhia te AI neuro-tohu : whakaranua ngā kupenga io (he pai ki te kite) me te arorau tohu (he pai ki te whakaaro). Whakaarohia he rite ki te tīma whakawhiti: ka kitea e te wāhanga io he tohu mutu, kātahi ka kitea e te wāhanga tohu te tikanga i raro i te ture waka. Ko taua huinga e oati ana i ngā pūnaha he atamai ake hoki te whakamārama [4][5].
Ngā Kaha o te AI Tohu 💡
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Arorau mārama : ka taea e koe te whai i ia taahiraa [1][5].
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He pai ki ngā ture : he pai te hono atu ki ngā kaupapa here me ngā ture ā-ture [5].
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Te tiaki ā-pūrua : ka taea e koe te whakarerekē i tētahi ture me te kore e whakangungu anō i tētahi tauira taniwha katoa [1].
Ngā ngoikoretanga o te AI Tohu ⚠️
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He tino kino te tirohanga : ngā whakaahua, ngā oro, ngā tuhinga pōrearea - ko ngā kupenga io te nuinga o te wā i konei.
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Te whakamātau i ngā uauatanga : he mahi hoha te tango me te whakahou i ngā ture a ngā tohunga [2].
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Pūmau : ka pakaru ngā ture i waho o tō rātou rohe; he uaua ki te hopu i te koretake (ahakoa kua taumanutia ētahi pūnaha i ētahi whakatikatika wāhanga) [1].
Te Huarahi kei mua mō te AI Tohu 🚀
Kāore pea te heke mai i te tohu noa, i te io noa rānei. He ranu. Whakaarohia:
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Neural → ka tango i ngā tauira mai i ngā pika/kuputuhi/oro mata.
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Neuro-tohu → ka hiki ake i ngā tauira ki roto i ngā ariā hanganga.
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Tohu → ka whakamahia ngā ture, ngā here, kātahi - ko te mea nui - ka whakamārama .
Koinei te porowhita e tīmata ai ngā mīhini ki te rite ki te whakaaro tangata: tirohia, hanganga, whakamārama [4][5].
Te Whakamutunga 📝
Nō reira, ko te AI Tohu: he mea arorau, he ture, he rite ki te whakamārama. Kāore i te tino kanapa, engari ka taea te hopu i tētahi mea kāore e taea e ngā kupenga hohonu: he mārama, he taea te arotake i te whakaaro . Ko te peti atamai? He pūnaha e tango ana i e rua - he kupenga io mō te tirohanga me te tauine, he tohu mō te whakaaro me te whakawhirinaki [4][5].
Whakaahuatanga Meta: He whakamārama mō te AI Tohu - ngā pūnaha e ahu mai ana i ngā ture, ngā kaha/ngoikoretanga, me te take ko te neuro-tohu (arorau + ML) te ara whakamua.
Ngā Tohuwāhi:
#MāramatangaHinengaro 🤖 #AITohu 🧩 #AkoMīhini #AITohuNeuro ⚡ #WhakamāramaHangarau #WhakaaturangaMātauranga #NgāTirohangaAI #Heke MaiOteAI
Ngā Tohutoro
[1] Buchanan, BG, & Shortliffe, EH Ngā Pūnaha Tohunga e Hangai ana ki te Ture: Ngā Whakamātautau MYCIN o te Kaupapa Papatonotanga Heuristic a Stanford , Upoko 15. PDF
[2] Lindsay, RK, Buchanan, BG, Feigenbaum, EA, & Lederberg, J. “DENDRAL: he rangahau take mō te pūnaha tohunga tuatahi mō te hanganga ariā pūtaiao.” Artificial Intelligence 61 (1993): 209–261. PDF
[3] Google. “Te Whakaaturanga i te Kauwhata Mātauranga: ngā mea, ehara i te aho.” Blog Google Whaimana (Mei 16, 2012). Hononga
[4] Monroe, D. “Neurosymbolic AI.” Ngā Whakawhitiwhitinga Kōrero a te ACM (Oketopa 2022). DOI
[5] Sahoh, B., et al. “Te tūranga o te Matauranga Horihori ka taea te whakamārama i roto i te whakatau kaupapa nui: he arotake.” Patterns (2023). PubMed Central. Hononga