Ka whakakapia e te AI ngā Kaihanga Raraunga?

Ka whakakapia e te AI ngā Kaihanga Raraunga?

Whakautu poto: Kāore te AI e whakakapi i ngā kaihanga raraunga; ka aunoa i ngā mahi auau pēnei i te tuhi SQL, te hanganga paipa, ngā whakamātautau, me te tuhi tuhinga. Mena he iti noa te mana whakahaere o tō tūranga, he mahi e arohia ana e te tīkiti, ka nui ake te kitea; ki te mea kei a koe te pono, ngā whakamāramatanga, te whakahaere, me te urupare ki ngā aituā, ko te AI te nuinga ka tere ake tō mahi.

Ngā kōrero matua hei whakaaroaro:

Te Mana Whakahaere : Whakatairangahia te kawenga mō ngā putanga, kaua ko te whakaputa tere noa i te waehere.

Kounga : Hangaia ngā whakamātautau, te āta tirotiro, me ngā kirimana kia noho pono tonu ai ngā paipa.

Whakahaere : Puritia te tūmataitinga, te mana uru, te pupuri, me ngā ara arotake mā te tangata.

Ātete ki te whakamahinga hē : Whakaarohia ngā putanga AI he tauira; arotakehia kia kore ai e puta he hē māia.

Whakawhiti tūranga : Whakaitihia te wā e pau ki te pato i ngā tikanga taketake, engari kia nui ake te wā e pau ki te hoahoa i ngā pūnaha pakari.

Ka whakakapia e te AI ngā Kaihanga Raraunga? Ngā Whakaahua Poto

Mena kua neke atu i te rima meneti koe e noho tahi ana me ngā tīma raraunga, kua rongo pea koe i te kīanga - i ētahi wā ka hāhā, i ētahi wā ka tīmatahia puta noa i tētahi hui me te mea he hurihanga o te kaupapa: Ka whakakapia e te AI ngā Kaihanga Raraunga?

Ā… ka mārama ahau. Ka taea e te AI te whakaputa SQL, te hanga paipa, te whakamārama i ngā tohu puranga, te tuhi tauira dbt, tae atu ki te whakaaro i ngā kaupapa whare putunga me te māia whakaharahara. GitHub Copilot mō SQL Mō ngā tauira dbt GitHub Copilot
He rite ki te mātakitaki i tētahi forklift e ako ana ki te mahi. He mea whakamiharo, he paku whakamataku, ā, kāore koe i te tino mōhio he aha te tikanga mō tō mahi 😅

Engari ko te pono kāore i te tino mārama i te pane matua. Kei te tino whakarerekē te AI i te hangarau raraunga. Kei te aunoa i ngā wāhanga ngoikore, ka taea te tukurua. Kei te tere ake i ngā wā "E mōhio ana ahau ki taku e hiahia ana engari kāore e maumahara ki te wetereo". Kei te whakatupu hoki i ngā momo pōrearea hou.

Nō reira, kia tika tā tātou whakatakoto, me te kore e whakaaro nui ki te tūmanako, me te kore hoki e mataku kei pā mai te kino.

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

🔗 Ka whakakapia rānei ngā tohunga hihi-X e te AI?
Te whakarerekētanga o te reremahi, te tika, me ngā tūranga ā muri ake nei e te whakaahua AI.

🔗 Ka whakakapia rānei ngā kaikaute e te AI?
Tirohia ko ēhea ngā mahi kaute ka aunoatia e te AI me ēhea hoki ngā mahi e toe ana hei tangata.

🔗 Ka whakakapia rānei ngā peeke haumi e te AI?
Kia mārama ki te pānga o te AI ki ngā mahi hokohoko, rangahau, me ngā whanaungatanga ki ngā kiritaki.

🔗 Ka whakakapia rānei e te AI ngā kaihoko inihua?
Akohia me pēhea te hurihanga a te AI i te umanga inihua, ngā hoko, me te tautoko kiritaki.

He aha te take e ara ake ai te pātai "Ka whakakapia e te AI ngā Kaihanga Raraunga" 😬

I ahu mai te wehi i tētahi wāhi tino motuhake: he nui ngā mahi ka taea te mahi anō i roto i te hangarau raraunga .

  • Te tuhi me te whakahou i te SQL

  • Ngā tuhinga whakauru hanga

  • Te mahere i ngā āpure mai i tētahi kaupapa ki tētahi atu

  • Te waihanga i ngā whakamātautau me ngā tuhinga taketake

  • Te patuiro i ngā hapa o te paipa e… āhua matapaetia ana

He tino pai te AI ki ngā tauira ka taea te tukurua. Ā, ko tētahi wāhanga o te hangarau raraunga he rite tonu - ngā tauira e whakatakotoria ana ki runga i ngā tauira. Ngā whakaaro waehere GitHub Copilot

Waihoki, kei te "huna" kē te pūnaha taputapu i te uauatanga:

Nō reira, ina puta mai te AI, ka rite ki te wāhanga whakamutunga. Mena kua whakarāpopototia te puranga, ā, ka taea e te AI te tuhi i te waehere piri… he aha te toenga? 🤷

Engari koinei te mea e warewarehia ana e te tangata: ehara i te pato noa te hangarau raraunga . Ko te pato te wāhanga māmā. Ko te wāhanga uaua ko te whakarite kia rite te ao pakihi pōuri, tōrangapū, me te nekeneke ki tētahi pūnaha pono.

Ā, kei te raru tonu te AI i taua pōuri. He raru anō hoki te tangata - he pai ake tā rātou mahi auaha.

Ngā mahi a ngā kaihanga raraunga i te rā katoa (te pono kāore i te ātaahua) 🧱

Kia pono tātou - ko te taitara mahi "Kaiwhakahaere Raraunga" te ahua nei kei te hanga koe i ngā miihini rōkete mai i te pāngarau parakore. I roto i te mahi, kei te hanga koe i te whakawhirinaki .

He iti ake te "hanga rauropi hou" i te rā noa, engari he nui ake:

  • Te whiriwhiri tahi me ngā tīma o runga ake mō ngā whakamāramatanga raraunga (he mamae engari he mea tika)

  • Te tirotiro i te take i rerekē ai te inenga (me te mea he pono)

  • Te whakahaere i te rerekētanga o te kaupapa me ngā ohorere "i tāpirihia e tetahi he pou i waenganui pō"

  • Me whakarite kia kore e taea te whakamahi i ngā paipa, kia taea te whakaora, kia taea hoki te tirotiro

  • Te waihanga i ngā ārai kia kore ai ngā kaitātari e hanga tūpono i ngā papaaho koretake

  • Te whakahaere i ngā utu kia kore ai tō whare putunga e huri hei ahi moni 🔥

  • Te haumarutanga o te urunga, te arotake, te tutuki i ngā whakaritenga, me ngā kaupapa here pupuri Ngā mātāpono GDPR (Komihana Pākehā) Te herenga rokiroki (ICO)

  • Te hanga hua raraunga ka taea e te tangata te whakamahi me te kore e tuku karere ki a koe 20 pātai

He wāhanga nui o te mahi he pāpori me te whakahaere:

  • "Nō wai tēnei tēpu?"

  • "Kei te tika tonu tēnei whakamāramatanga?"

  • "He aha te take e kaweake ai te CRM i ngā tāruarua?"

  • "Ka taea e tātou te tuku atu i tēnei inenga ki ngā kaiwhakahaere me te kore e whakama?" 😭

Ae, ka taea e te AI te āwhina i ētahi wāhanga o tēnei. Engari he mahi uaua te whakakapi katoa i tēnei āhuatanga.

He aha te mea e kaha ai te mahi hangarau raraunga? ✅

He mea nui tēnei wāhanga nā te mea ko te nuinga o ngā kōrero whakakapinga e kī ana ko ngā kaihanga raraunga he "kaihanga paipa" te nuinga. He rite tonu ki te kī he "tapa huawhenua" te nuinga o ngā kaimahi tunu kai. He wāhanga tēnei o te mahi, engari ehara i te mahi.

o te putanga kaha o tētahi kaihanga raraunga ka taea e rātou te mahi i te nuinga o ēnei:

  • Hoahoa mō te huringa
    Ka huri ngā raraunga. Ka huri ngā tīma. Ka huri ngā taputapu. Ka hangaia e te miihini pai ngā pūnaha e kore e hinga i ia wā ka tihe te mooni 🤧

  • Tautuhia ngā kirimana me ngā tumanakohanga
    He aha te tikanga o te "kiritaki"? He aha te tikanga o te "kaha"? He aha te mea ka tupu ina tae mai he tautohe i muri mai? He nui ake te ārai a ngā kirimana i te raruraru i te waehere whakahirahira. Paerewa Kirimana Raraunga Tuwhera (ODCS) ODCS (GitHub)

  • Hangaia te āheinga ki te tirotiro i roto i ngā mea katoa
    Kaua e "i oma noa" engari "i tika te oma". Te hou, ngā rerekētanga o te rōrahi, ngā pahūtanga kore, ngā nekehanga tohatoha. Te āheinga ki te tirotiro raraunga (Dynatrace) He aha te āheinga ki te tirotiro raraunga?

  • Whakaritea ngā taupatupatu pēnei i te pakeke:
    Tere me te tika, utu me te whakaroa, ngāwari me te māmā. Kāore he pūnaha paipa tino tika, ko ngā pūnaha paipa anake ka taea e koe te noho tahi.

  • Whakamāoritia ngā hiahia pakihi ki ngā pūnaha pakari.
    E tono ana te tangata mō ngā inenga, engari ko tā rātou e hiahia ana he hua raraunga. Ka taea e te AI te tuhi i te waehere, engari kāore e taea e ia te mōhio makutu ki ngā raruraru pakihi.

  • Puritia ngā raraunga kia noho puku
    Ko te mihi nui mō tētahi tūāpapa raraunga ko te kore kōrero a tetahi mōna. He raraunga pai ngā raraunga kāore i te tino rerekē. Pērā i ngā paipa wai. Ka kitea noa iho ina pakaru 🚽

Ki te mea kei te mahi koe i ēnei mea, ka tīmata te ahua rerekē "Ka whakakapia e te AI ngā Kaihanga Raraunga?" ngā mahi , ehara i te mana whakahaere .

Kei te āwhina kē te AI i ngā kaihanga raraunga (ā, he tino rawe) 🤖✨

Ehara i te mea ko te hokohoko anake te AI. Mēnā ka whakamahia pai, he mea tika hei whakanui i te kaha.

1) Tere ake te mahi SQL me te mahi whakawhiti

  • Te tuhi i ngā hononga matatini

  • Te tuhi i ngā mahi matapihi kāore koe e pai ki te whakaaro

  • Te huri i te arorau reo māmā hei anga patai

  • Te huri i ngā patai kino ki ngā CTE ka taea te pānui GitHub Copilot mō SQL

He mea nui tēnei nā te mea ka whakaitihia te pānga "whārangi kau". Me whakamana tonu koe, engari ka tīmata koe i te 70% kaua ki te 0%.

2) Te patuiro me te pūtake o ngā raruraru

He pai te AI mō:

  • Te whakamārama i ngā karere hapa

  • Te whakaaro ki hea hei titiro

  • Te taunaki i ngā kaupae momo "tirohia te kore ōrite o te kaupapa" GitHub Copilot
    He rite ki te whai i tētahi miihini taitamariki e kore e moe, ā, i ētahi wā ka teka māia 😅

3) Te whakarei ake i ngā tuhinga me te rarangi raraunga

Hanga-aunoa:

  • Ngā whakaahuatanga o te pou

  • Ngā whakarāpopototanga tauira

  • Ngā whakamārama whakapapa

  • "He aha te whakamahinga o tēnei ripanga?" ngā tauira tuhinga dbt

Ehara i te mea tino tika, engari ka pakaru te kanga o ngā paipa kore tuhinga.

4) Whakamātautau i ngā tūāpapa me ngā tirotiro

Ka taea e te AI te whakaaro:

Anō - māu tonu e whakatau te mea nui, engari ka tere ake te mahi i ngā wāhanga o ia rā.

5) Waehere "piri" o te paipa

Ngā tauira whirihoranga, ngā hanganga YAML, ngā tauira DAG whakarite. He mea auau aua mea, ā, ka kai auau te AI i te parakuihi 🥣 Ngā DAG Apache Airflow

Kei te raru tonu te AI (ā, koinei te uho o taua mea) 🧠🧩

Koinei te wāhanga tino nui, nā te mea ka whakautua te pātai whakakapinga me te kakano tūturu.

1) Te koretake me ngā whakamāramatanga nekeneke

Kāore i te tino mārama te arorau pakihi. Ka huri ngā whakaaro o te tangata i waenganui o te rerenga kōrero. Ka huri te "kaiwhakamahi hohe" hei "kaiwhakamahi utu hohe" hei "kaiwhakamahi utu hohe e kore e tango moni whakahoki engari i ētahi wā"... e mōhio ana koe ki te āhua.

Kāore e taea e te AI te pupuri i taua koretake. Ka taea e ia te matapae noa iho.

2) Te kawenga me te mōrearea

Ina pakaru te paipa, ā, ka whakaatu te papatohu whakahaere i te āhua koretake, me mahi tetahi i ēnei mahi:

  • te whakarōpūtanga

  • whakawhitiwhiti kōrero pānga

  • whakatikahia

  • ārai i te hokinga mai

  • tuhia te tuhinga i muri i te matenga

  • whakatau mēnā ka taea tonu e te pakihi te whakawhirinaki ki ngā tatauranga o te wiki kua hipa

Ka taea e te AI te āwhina, engari kāore e taea te whakahaere i tētahi kawenga whai tikanga. Kāore ngā whakahaere e whakahaere ana i runga i ngā kare ā-roto - engari e whakahaere ana i runga i te kawenga.

3) Te whakaaro pūnaha

He pūnaha rauropi ngā tūāpapa raraunga: te horomitanga, te rokiroki, ngā panonitanga, te whakaritenga, te whakahaere, ngā mana whakahaere utu, ngā SLA. Ka pā te panonitanga o te paparanga kotahi. Ngā ariā Apache Airflow

Ka taea e te AI te whakaaro i ngā whakapainga ā-rohe e puta ai te mamae ā-ao. He rite ki te whakatika i tētahi tatau e tangi ana mā te tango i te tatau 😬

4) Haumarutanga, tūmataitinga, tutuki i ngā whakaritenga

Koinei te wāhi e mate ai ngā wawata mō te whakakapinga.

Ka taea e te AI te tuhi i ngā kaupapa here, engari he mahi hangarau tūturu te whakatinanatanga haumaru o aua kaupapa here.

5) Ngā "mea ngaro kāore i te mōhiotia"

He maha ngā wā kāore e taea te matapae i ngā aituā raraunga:

  • Ka whakarerekē puku te API kaihoko i te tikanga

  • Ka huri te whakaaro rohe wā

  • Ka tāruatia te wehewehenga e te whakakī-muri

  • Ka puta te tuhi takirua i te tikanga whakamātau anō

  • Ka whakauruhia he tauira huihuinga hou e tētahi āhuatanga hua hou

Ka ngoikore te AI ina kore te āhuatanga e mōhiotia he tauira.

Ripanga Whakataurite: he aha te mea e whakaiti ana i te aha, i roto i te mahi 🧾🤔

Kei raro nei tētahi tirohanga whai hua. Ehara i te "taputapu hei whakakapi i te tangata," engari he taputapu me he huarahi hei whakaiti i ētahi mahi.

Utauta / huarahi hunga whakarongo Te āhua o te utu He aha i mahi ai
Ngā kaiwhakaara waehere AI (ngā āwhina SQL + Python) GitHub Whakaara Ngā miihini e tuhi ana i te maha o ngā waehere Kore utu ki te utu He tino pai ki te hanga turanga, ki te whakahou, ki te whakatakoto tikanga… i ētahi wā ka whakahihi i roto i tētahi huarahi tino motuhake
Ngā hononga ELT whakahaeretia Fivetran Ngā tīma kua hoha ki te whakauru i te whare Ohaurunga-y Ka tango i te mamae horomia ritenga, engari ka pakaru i roto i ngā huarahi hou ngahau
Ngā tūāpapa tirotiro raraunga Te tirotiro raraunga (Dynatrace) Tetahi tangata whai SLA Waenganui ki te hinonga Ka kitea wawe ngā āhuatanga rerekē - pērā i ngā whakaoho auahi mō ngā paipa 🔔
Ngā anga whakawhiti (tauira whakapuakitanga) dbt Ngā ranu Tātari + DE I te nuinga o te wā he taputapu + he rorohiko Ka taea te whakamātau i te arorau kia rerekē, kia iti ake te spaghetti
Ngā rarangi raraunga + ngā paparanga tikanga dbt Paparanga Tikanga Ngā whakahaere me te pōhēhētanga ine I roto i te mahi, e whakawhirinaki ana Ka tautuhi i te "pono" kotahi - ka whakaiti i ngā tautohetohe ine mutunga kore
Te whakarite me ngā tauira Apache Airflow Ngā tīma e aro nui ana ki te tūāpapa Te utu whakatuwhera + te utu mahi Whakapūmau i ngā rerengamahi; iti iho ngā DAG hukarere
Te whakaputa tuhinga dbt āwhina-AI Ngā tīma e kino ana ki te tuhi tuhinga He iti te utu ki te taurite Ka hanga tuhinga "pai rawa" kia kore ai e ngaro te mātauranga
kaupapa here whakahaere aunoa Anga Tūmataitinga NIST Ngā taiao whakahaeretia Pakihi-y Āwhina ki te whakatinana i ngā ture - engari me whai tonu i te tangata hei hoahoa i ngā ture

Mātakitaki ki te mea e ngaro ana: he rarangi e kī ana "pēhia te pātene hei tango i ngā kaihanga raraunga." Āe… kāore taua rarangi i te tīariari 🙃

Nā reira… ka whakakapia ngā Kaihanga Raraunga e te AI, ka nekehia rānei te tūranga? 🛠️

Anei te whakautu ehara i te mea nui: Ka whakakapia e te AI ētahi wāhanga o te tukanga mahi, ehara i te umanga.

Engari ka whirihorahia anō te tūranga. Ā, ki te kore koe e aro ki tēnā, ka pēhia koe.

Ngā huringa:

  • He iti ake te wā ki te tuhi i ngā tauira

  • He iti ake te wā e rapu ana i ngā tuhinga

  • He nui ake te wā ki te arotake, ki te whakamana, ki te hoahoa

  • He wā roa ake hei tautuhi i ngā kirimana me ngā tumanakohanga kounga, arā, ko te Open Data Contract Standard (ODCS).

  • He nui ake te wā e mahi tahi ana me te hua, te haumarutanga, me te pūtea

Koinei te panonitanga ngawari: ka iti ake te aro o te hangarau raraunga ki te "hanga i ngā paipa rere" engari ki te "hanga i tētahi pūnaha hua raraunga pono"

Ā, i roto i tētahi hurihanga marino, he nui ake te uara o tēnā, ehara i te mea iti iho.

Waihoki - ā, ka kī atu ahau i tēnei ahakoa he ahua whakaharahara - ka whakanui ake te AI i te tokomaha o ngā tāngata ka taea te whakaputa i ngā taonga raraunga , ka nui ake te hiahia mō tētahi hei pupuri i te whakaaro pai o te mea katoa. Ko te nui ake o te putanga ka nui ake te pōhēhētanga. GitHub Copilot

He rite ki te hoatu wiri hiko ki te katoa. Pai rawa atu! Me whakamana e tetahi te ture "kaua e keri ki roto i te paipa wai" 🪠

Ko te puranga pūkenga hou e mau tonu ana te uara (ahakoa kei ngā wāhi katoa te AI) 🧠⚙️

Ki te hiahia koe ki tētahi rārangi arowhai "ā-mua" whai hua, penei te āhua:

Te hinengaro hoahoa pūnaha

  • Te whakatauira raraunga e ora tonu ana i ngā huringa

  • Ngā taupatupatu puranga me te roma

  • Te whakaroa, te utu, te whakaaro pono

Te hangarau kounga raraunga

Te hanganga whakahaere me te whakawhirinaki

Te whakaaro papaaho

  • Ngā tauira ka taea te whakamahi anō, ngā ara koura

  • Ngā tauira paerewa mō te horomitanga, te whakawhiti, te whakamātautau i ngā whakamātautau raraunga Fivetran

  • Ngā taputapu mahi-whaiaro e kore e rewa

Whakawhitiwhiti kōrero (āe, tino)

  • Te tuhi i ngā tuhinga mārama

  • Te whakahāngai i ngā whakamāramatanga

  • Te kī "kāo" me te ngākau māhaki engari me te kaha

  • Te whakamārama i ngā taupatupatu me te kore e rite ki te karetao 🤖

Ki te taea e koe ēnei, ka iti ake te whakamataku o te pātai "Ka whakakapia e te AI ngā Kaihanga Raraunga?". Ka noho te AI hei angaanga o waho mōu, ehara i te mea hei whakakapi mōu.

Ngā āhuatanga tūturu e whakaiti ana i ētahi tūranga hangarau raraunga 📉

Āe, tirohia te pono, nā te mea ehara i te mea he whiti te rā me te konipeti emoji anake 🎉

Ko ētahi o ngā tūranga he nui ake te kitea:

  • Ngā tūranga horomitanga parakore anake, he paerewa ngā mea katoa, he hononga hononga Fivetran

  • Ko ngā tīma e mahi ana i ngā tukanga pūrongo auau me te iti o ngā āhuatanga o te rohe mahi

  • Ngā whakahaere e kiia ana te hangarau raraunga he "makimaki SQL" (he nanakia, engari he pono)

  • Ngā tūranga iti te mana whakahaere, he tīkiti me te tārua-whakapiri noa iho te mahi

Ka taea e te AI me ngā taputapu whakahaere te whakaiti i aua hiahia.

Ahakoa i reira, ko te whakakapinga he rite tonu ki:

  • He iti ake te hunga e mahi ana i ngā mahi auau kotahi

  • He nui ake te aro ki te mana whakahaere me te pono o te tūāpapa

  • He nekehanga ki te "ka taea e te tangata kotahi te tautoko i ngā paipa maha atu"

Āe - ka rerekē pea te tatauranga o ngā tāngata. Ka whanake haere ngā tūranga. Ka nekehia ngā taitara. He mea tūturu taua wāhanga.

Ahakoa rā, kei te mau tonu te momo tūranga e nui ana te mana whakahaere, e nui ana te whakawhirinakitanga.

Whakarāpopototanga whakamutunga 🧾✅

Ka whakakapia rānei ngā Kaihanga Raraunga e te AI? Ehara i te huarahi ma, katoa e whakaarohia ana e te tangata.

Ka:

Engari ko te kaupapa matua o te hangarau raraunga ko:

Ka taea e te AI te āwhina i tēnā… engari ehara i te mea nāna.

Mena he miihini raraunga koe, he māmā noa iho te nekehanga (ehara i te mea ngāwari, engari he māmā noa iho):
arotahi ki te mana whakahaere, te kounga, te whakaaro tūāpapa, me te whakawhitiwhiti kōrero. Tukua te AI ki te whakahaere i ngā mahi katoa, i a koe e whakahaere ana i ngā wāhanga nui.

Āe - i ētahi wā ko te tikanga o tēnā ko te noho hei pakeke i roto i te rūma. Kāore i te ātaahua. He mana puku noa iho 😄

Ka whakakapia ngā Kaihanga Raraunga e te AI?
Ka whakakapia ētahi mahi, ka whakarerekētia te arawhata, ā, ka nui ake te uara o ngā kaihanga raraunga pai rawa atu. Koinei te kōrero tūturu.

Ngā Pātai Auau

Ka whakakapia katoatia rānei e te AI ngā kaihanga raraunga?

I te nuinga o ngā whakahaere, he nui ake te tūponotanga o te AI ki te tango i ngā mahi motuhake i te whakakore i te tūranga. Ka taea e ia te whakateretere i te tuhi SQL, te whakatakoto i ngā tūāpapa paipa, te tuku tuhinga tuatahi, me te waihanga whakamātautau taketake. Engari he mana whakahaere me te kawenga anō hoki kei roto i te hangarau raraunga, me te mahi koretake o te hanga i te ao pakihi pōrearea kia rite ki tētahi pūnaha pono. Me whakatau tonu te tangata i aua wāhanga he aha te āhua o te "tika" me te tango kawenga ina pakaru ngā mea.

Ko ēhea ngā wāhanga o te hangarau raraunga kua oti kē te whakahaere aunoa e te AI?

Ka tino pai te mahi a te AI i ngā mahi ka taea te tukurua: te tuhi me te whakahou i te SQL, te whakaputa anga tauira dbt, te whakamārama i ngā hapa noa, me te whakaputa i ngā whakatakotoranga tuhinga. Ka taea hoki e ia te whakatakoto i ngā whakamātautau pēnei i te korenga, te arowhai ahurei rānei, me te whakaputa i te waehere "piri" tauira mō ngā taputapu whakarite. Ko te wikitoria ko te nekehanga - ka tīmata koe ki te tata atu ki tētahi otinga mahi - engari me whakamana tonu e koe te tika me te whakarite kia uru ki tō taiao.

Mena ka taea e te AI te tuhi SQL me ngā pipeline, he aha atu ngā toenga mā ngā kaihanga raraunga?

He nui: te tautuhi i ngā kirimana raraunga, te whakahaere i te rerekētanga o te kaupapa, me te whakarite kia kore e taea te whakamahi i ngā paipa, kia kitea, kia taea hoki te whakaora. Ka whakapau kaha ngā kaihanga raraunga ki te tirotiro i ngā huringa ine, te hanga ārai mō ngā kaiwhakamahi o muri mai, me te whakahaere i ngā taupatupatu utu me te pono. Ko te mahi he hanga whakawhirinaki me te pupuri i te tūāpapa raraunga kia "mutunga kore", arā, he pumau kia kore ai tetahi e whakaaro ki a ia i ia rā, i ia rā.

Me pēhea te whakarerekētanga o te AI i te mahi o ia rā a te kaihanga raraunga?

Ko te tikanga ka whakaiti i te wā rapu me te "wā tirotiro", kia iti ake ai te wā pato, kia nui ake ai te wā arotake, whakamana, me te hoahoa. Mā taua panonitanga ka akiaki i te mahi ki te tautuhi i ngā tumanakohanga, ngā paerewa kounga, me ngā tauira ka taea te whakamahi anō, kaua ki te tuhi ā-ringa i ngā mea katoa. I roto i te mahi, tera pea ka nui ake āu mahi tahi me te hua, te haumarutanga, me te pūtea - nā te mea ka māmā ake te waihanga i ngā putanga hangarau, engari ka uaua ake te whakahaere.

He aha te take e raru ai te AI ki ngā whakamāramatanga pakihi koretake pēnei i te "kaiwhakamahi hohe"?

Nā te mea kāore te arorau pakihi e pumau, e tika rānei - ka rerekē i waenganui o te kaupapa, ā, ka rerekē i runga i te hunga whai pānga. Ka taea e te AI te tuhi i tētahi whakamāramatanga, engari kāore e taea te whakatau i te wā e whanake ana ngā whakamāramatanga, e puta ake ana rānei he taupatupatu. He maha ngā wā e hiahiatia ana e te hangarau raraunga te whiriwhiri, te tuhi i ngā whakaaro, me te huri i ngā whakaritenga pōuriuri hei kirimana pumau. Ko taua mahi "whakahāngai tangata" tētahi o ngā take matua kāore te tūranga e ngaro ahakoa te whakapai ake o ngā taputapu.

Ka taea e te AI te whakahaere i te whakahaere raraunga, te tūmataitinga, me te hanganga ture me te haumaru?

Ka taea e te AI te āwhina ki te tuhi kaupapa here, ki te whakaaro rānei i ngā huarahi, engari me whai tonu te hangarau tūturu me te tirotiro tupato mō te whakatinanatanga haumaru. Ko te whakahaere he whakauru ki ngā mana whakahaere, te whakahaere i ngā PII, ngā ture pupuri, ngā ara arotake, me ētahi here noho. He wāhi mōrearea nui ēnei e kore e whakaaetia te "tata ki te tika". Me hanga e te tangata ngā ture, me manatoko te whakatinanatanga, me te noho haepapa mō ngā putanga tutuki.

He aha ngā pūkenga e mau tonu ana te hiranga mō ngā kaihanga raraunga i te mea ka pai haere te hangarau mohio o te hinengaro (AI)?

Ngā pūkenga e whakapakari ana i ngā pūnaha: te whakaaro hoahoa pūnaha, te hangarau kounga raraunga, me te paerewa e aro ana ki te tūāpapa. Ka nui ake te hiranga o ngā kirimana, te mātakitaki, ngā tikanga urupare ki ngā aituā, me te tātaritanga pūtake matua ina taea e te tokomaha te whakaputa tere i ngā taonga raraunga. Ka huri hoki te whakawhitiwhiti kōrero hei rerekētanga - ko te whakataurite i ngā whakamāramatanga, te tuhi tuhinga mārama, me te whakamārama i ngā taupatupatu me te kore raruraru he wāhanga nui o te pupuri i te pono o ngā raraunga.

Ko ēhea ngā tūranga hangarau raraunga e tino mōrearea ana i te AI me ngā taputapu whakahaere?

Ko ngā tūranga e aro nui ana ki te whakauru auau, ki ngā pūnaha pūrongo paerewa rānei, ka kitea nuitia ake, inā koa ka kapi te nuinga o ngā pūtake i ngā hononga ELT whakahaeretia. Ka taea te whakaiti i te mahi iti-mana, e arohia ana e te tīkiti nā te mea ka whakaitihia te kaha mō ia pūnaha e te AI me te whakarāpopototanga. Engari ko te tikanga he iti ake te hunga e mahi ana i ngā mahi auau, ehara i te "kāore he miihini raraunga." Ka mau tonu te pumau o ngā tūranga mana nui e aro ana ki te pono, te kounga, me te whakawhirinaki.

Me pēhea taku whakamahi i ngā taputapu pēnei i a GitHub Copilot, i a dbt rānei me te AI me te kore e hanga raruraru?

Whakamahia te putanga AI hei tauira, kaua hei whakatau. Whakamahia hei whakaputa anga patai, hei whakapai ake i te ngāwari o te pānui, hei whakatakoto rānei i ngā whakamātautau me ngā tuhinga dbt, kātahi ka whakamanahia ki ngā raraunga tūturu me ngā take taha. Honoa ki ngā tikanga kaha: ngā kirimana, ngā paerewa whakaingoa, ngā arowhai tirotiro, me ngā mahi arotake. Ko te whāinga he tuku tere ake me te kore e whakararu i te pono, te whakahaere utu, te whakahaere rānei.

Ngā Tohutoro

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  10. BITOL (GitHub) - Paerewa Kirimana Raraunga Tuwhera - github.com

  11. Apache Airflow - Ngā tuhinga (pūmau) - airflow.apache.org

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  14. Ngā tuhinga mō ngā taiwhanga dbt - Mō ngā tauira dbt - docs.getdbt.com

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  18. Ngā tuhinga a Fivetran - Te tīmatanga - fivetran.com

  19. Fivetran - Ngā Hononga - fivetran.com

  20. Ngā tuhinga AWS - Aratohu Kaiwhakawhanake AWS Lambda - docs.aws.amazon.com

  21. GitHub - GitHub Kaitautoko - github.com

  22. Ngā Tuhinga GitHub - Te tiki whakaaro waehere i roto i tō IDE me GitHub Copilot - docs.github.com

  23. Microsoft Learn - GitHub Copilot mō SQL (toronga Waehere VS) - learn.microsoft.com

  24. Ngā tuhinga mō Dynatrace - Te āheinga ki te tirotiro raraunga - docs.dynatrace.com

  25. DataGalaxy - He aha te āheinga ki te tirotiro raraunga? - datagalaxy.com

  26. Ngā Tuhinga mō ngā Tumanakohanga Nui - Tirohanga whānui mō ngā tumanakohanga - docs.greatexpectations.io

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