Kua whakatuwherahia e koe tētahi ripanga tātaitai, kua titiro atu ki te hohonu, ā, kua rongo koe i ō neuron e piko ana, e mutu ana? Pērā anō hoki. Ahakoa kei te rapu puku koe i ngā raraunga mātauranga, kei te tanumia koe ki te reinga tātaritanga kamupene, kei te ngana noa rānei ki te wetewete i ngā hua rangahau e rite ana ki te kanikani whakamaori ehara i te mōhiohio tuturu - ka taea e (ā, i ētahi wā ka taea) te whakarite i ngā tatauranga kia... ngāwari te whakahaere. Ehara i te mea he ngahau. Engari he ora tonu.
Kei raro nei he maha ngā taputapu e mārama ana ki te raruraru. Ko ētahi he maeneene. Ko ētahi he pakarukaru. Ko tētahi, e rua rānei, he rite ki te whakamahi i tētahi TI-83 me tētahi matatini Atua. Engari e mahi katoa ana - mā tētahi.
Ngā tuhinga ka pai pea koe ki te pānui i muri i tēnei:
🔗 Te AI pai rawa atu mō te petipeti hākinakina: Ka taea e te Pundit AI te āwhina?
Whakarei ake i tō rautaki petipeti mā te whakamahi i ngā matapae e ahu mai ana i ngā raraunga.
🔗 He aha te AI pai rawa atu mō te pāngarau?
Tūhurahia ngā taputapu AI pai rawa atu mō te whakaoti rapanga pāngarau uaua.
🔗 Pūtaiao raraunga me te mātauranga horihori: Te heke mai
Me pēhea te akiaki a te AI me te pūtaiao raraunga i ngā auahatanga o te reanga e whai ake nei.
📈 He aha rawa te taputapu pai mō te hangarau tatauranga?
Kia mutu te mahi. Kāore he take mō te taputapu tatauranga pakari ki te mau i tētahi kākahu. Ko tāna anake:
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Whakahaerehia ngā momo raraunga rerekē me te kore e memeha haere.
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Whakamāramahia mai tāna mahi (tērā pea i te reo Pākehā).
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Tukuna ngā whakaahua e kore e ataahua noa iho i roto i tētahi whakaaturanga.
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Kaua e whakaaro kei a koe te tohu PhD i te pāngarau , kei te wā ki te tiki.
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Kia iti te utu. Kaua rānei e "hoko whatukuhu" i te utu nui.
Āe, he tohu tāpiri anō hoki mēnā kāore te whakamahi e rite ki te whiu.
📊 Te Rārangi: Ngā Utauta AI e Utu ana i tō Whakaari Raraunga
| Utauta | Mā wai | Utu | He aha pea he mea utu nui |
|---|---|---|---|
| IBM SPSS | Ngā tohunga mātauranga me ngā tohunga me ngā tahua | $$$ | He pakiwaitara tawhito; ka taea te whakahaere i ngā kawenga raraunga nunui. |
| JASP | Ngā ākonga me ngā tauhou o te tatauranga | Koreutu | He atanga kaiwhakamahi hoahoa; i hangaia hei ako, ehara i te mamae. |
| KōreroreroGPT + Python | Ngā Kaikōtuhi me ngā Kaihanga Kōrero | E hangai ana ki te API | He tino whakaritenga; ka taea te whakamārama i a ia anō (i ētahi wā). |
| RaraungaRobot | Ngā rewera tere hinonga | $$$$ | AutoML i runga i te hyperdrive. |
| Gretl | Ngā tāngata tauhou o te ōhanga | Koreutu | He āhua tawhito. He tino pai te mahi. |
| Rangahau Q | Ngā tāngata rangahau/raraunga | $$ | E mōhio ana ki te kōrero ki ngā kaihokohoko. |
🧬 IBM SPSS: Kei te kaha tonu, he taniwha tonu
He rite a SPSS ki tō kaiako tatauranga tawhito - he pukuriri, he whakamataku, engari he tino koi. Kāore e ngana ana ki te miharo i a koe; he pukumahi rawa ki te mahi pāngarau nui.
Ngā Kaha:
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Ka whakahaere i te whakatauira uaua me te mea he panga Sudoku
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He tino whānui ngā tuhinga (tata ki te kore e taea te tuhi)
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I hangaia mō te tauine
Ngā ngoikoretanga:
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Me te mea kei te whakamahi koe i te Windows XP
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Kāore i te iti te utu. Kāore rawa i te iti.
Āe, ki te mea kei te whakahaere koe i tētahi rangahau tika? He tāke tēnei mea.
📓 JASP: Mō te Hunga e Hiahia Ana ki ngā Tatauranga me te Kore e Mamae
Me te mea kua hangaia e te tangata te pūmanawa tatauranga mō te tangata tūturu i te JASP. He iti noa te atanga kaiwhakamahi, kāore he hiahia ki te hōtaka, ā, ka whakaatuhia ō hua i a koe e mahi ana . Whakaarohia tēnā.
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Atanga tōia-me-taka ma
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Tautoko ā-roto mō ngā tikanga Bayesian (pōnahi nerd)
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Ngā putanga wā-tūturu e kore e whakararuraru i a koe
Kāore i te rite mō ngā mahi pakihi, engari mō ngā ākonga, ngā kairangahau noa, te hunga rānei e mate pāwera ana ki te SPSS? He wikitoria katoa.
👨💻 ChatGPT + Python: Ki te pai koe ki te pōrearea me te mana
He rite te hono i a ChatGPT ki a Python ki te whai ruānuku tatauranga i roto i tō pēke - engari ka wareware te ruānuku i ētahi wā ki te wāhi i waiho ai e rātou tana tokotoko.
He aha i papaki ai:
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Patohia te mea e hiahia ana koe → tiki waehere ka taea te whakahaere
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Tautoko ana i a NumPy, SciPy, pandas, me ngā mea pai katoa
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E whakamārama ana i a ia anō. Te nuinga. Te āhua nei.
Hopu: hiahia koe ki te ako. Me mōhio kē rānei koe. He kaha, engari ehara i te mea ka taea te mono-ā-ringa.
🚀 DataRobot: Pēhia te Pātene, Whiwhi Māramatanga (Ahua)
Mena kei te hiahia tō rangatira i tētahi tauira matapae inanahi, ā, kei te whakamahi koe i ngā paoa kawhe, ko DataRobot te huarahi e puta ai te ahi. He aunoatanga katoa, he iti noa te tangi.
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Ngā papaaho maeneene
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Te hanga tauira kore-waehere (tino)
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Tautoko kiritaki tino pā
Engari ka utua e koe te mana. Ā, ka rite ki te pouaka pango - ka puta mai ngā hua, ka puta mai ngā māramatanga, ā, he kōwhiringa te whakamārama.
🥇 Gretl: Tino Kino, he Ataahua
Te āhua nei ko Gretl i haereerea i te wā mai i te tau 1997, engari kaua e tukua kia mamingatia koe. E whakapono ana ngā tohunga ōhanga ki tēnei mea - ehara i te mea he kore utu anake.
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He pai mō ngā raupapa wā me ngā whakatauira
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Tino māmā
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Kei te mau tonu, he mea whakamiharo
Ka aroha koe ki tēnei mea, ka oma rānei koe me te hamama. Kāore he ara waenga.
📉 Rangahau Pātai: Nā te mea he Tangata anō hoki ngā Raraunga Rangahau
He mea hanga te Q mā ngā kairangahau mākete, arā, e mārama ana ko ō "raraunga" he rau pātai kāore i whakautua pai, me ngā whakautu kī tonu i te tā.
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Te tātari tuhinga = kāore i te kino
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Ka hono atu ki te PowerPoint (he wāhi mō ngā pūrongo)
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Ngā whakamātautau tatauranga kāore e hiahiatia he rapunga ki Google
He utu waenga, engari he nui te wā e penapenahia ana? He pai te utu mēnā kei te whakamahi koe i ngā ripanga tātai SurveyMonkey.
🤔 Nō reira, ko tēhea te mea "Pai rawa atu"?
He pono? Kei te āhua o tō ao iti rerekē:
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Kei te ako noa iho, kei te ao mātauranga rānei? - JASP, Gretl rānei.
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Ngā tātaritanga umanga? - SPSS, DataRobot rānei.
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He mōhio ki te waehere? - ChatGPT + Python.
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Kei te mahi rangahau me te hokohoko? - Q Research.
Kāore tētahi o ēnei taputapu i te tino tika. Engari mā tētahi o ēnei taputapu koe e ārai i te whakamutu i te mahi Excel i te 2 i te ata.
🌟 Whakamahia te mea kāore e pakaru ai tō roro
He uaua ngā tatauranga. Ko te tikanga he uaua. Engari mā te taputapu AI tika ka huri te "WTF is heteroskedasticity" hei "Āe, koinā anō."
Kōwhiria te mea e kōrero ana i tō reo - waehere, tōia-me-taka, kōrero-mākete, aha atu - ā, waiho māna e mahi te mahi taumaha.
Whakaae mai ki ahau ka mutu tāu mahi ā-ringa i ngā whakamātautau-z. He pono. He mea tawhito tēnā.