He Bootcamp Pūtaiao Raraunga me te AI Rangatira i Aotearoa (New Zealand)

Ngā mea ka akohia e koe

Ka ārahi mātou i a koe mā tētahi marautanga i kōwhiria āta, kia kawe i a koe mai i te ‘pākiki noa’ ki te ‘kua whiwhi tiwhikete katoa’ i te pūtaiao raraunga, te tātari raraunga, me te AI i roto i te 12 wiki (wā-katoa).

Te Mātau ki te Tātari me te Whakarite Raraunga

Hangaia he tūāpapa kaha ki te tātari raraunga: whiwhi, tūhura, horoi, me te whakarite putanga raraunga ao-tūturu. Mā te whakamahi i a Pandas, ka whakahaere koe i ngā uara ngaro, ngā outlier, ngā raraunga kore taurite, me ngā āhuatanga waehere, whakamahi tātari tauanga, me te hanga whakaahua hei huri i ngā raraunga mata hei putanga raraunga kua rite mō te tātari.

Hangaia ngā Tauira Machine Learning Mōhio

Ako i te tukanga mahi ML katoa, mai i te whakarite putanga raraunga ki te whakangungu, te aromatawai, me te whakapai i ngā tauira matapae. Ka whakatinanahia e koe ngā algorithm whakaruruhau me te kore whakaruruhau, whakatairite i a rātou mā ngā ine paerewa o te umanga, ā, whakapai ake i te tika mā te whakamanatanga whakawhiti, te whakarite hyperparameter, me te kōwhiri tauira.

Whakawhanaketia ngā Otinga Deep Learning me te AI

Kimihia te pēhea o ngā whatunga neural hou e whakakaha ana i te AI. Timata mai i ngā tūāpapa o ngā whatunga neural hangai, ka hangaia e koe ngā tauira deep learning i roto i a PyTorch i a koe e tūhura ana i te whakapai, te whakariterite, te whakarahi raraunga, te AI māramahia, me ngā tauira whakaputa — ko ngā pūkenga ā-tinana mō ngā taupānga AI ahu whakamua.

Motuhake ki te Tirohanga Rorohiko me te Tukatuka Reo Māori (NLP)

Tūhurahia ētahi e rua o ngā horopaki AI whai kiko rawa atu. Ka hangaia e koe ngā whatunga neural convolutional (CNN) mō te whakarōpū āhua, te kitenga taonga, me te wehewehe, ā, ka ako koe i ngā tikanga NLP tae atu ki ngā tāuru (embeddings), ngā whatunga neural hokihoki, ngā transformer, me ngā tikanga aro mō ngā pūnaha AI ā-tuhinga.

Hangaia ngā Taupānga AI me ngā Tauira Reo Nui Hou

Neke atu i te ML tuku iho ki te hanga taupānga e whakakahangia ana e te LLM. Ka tūhurahia e koe te hangarau tono (prompt engineering), LangChain, Retrieval-Augmented Generation (RAG), me ngā tukanga mahi AI ao-tūturu hei hanga kaiāwhina mōhio, pūnaha rapu mōhiohio, me ngā taupānga AI whakaputa kua rite mō te whakaputa.

Whakatakotoria, Mātakitakina, me te Whakarahi Pūnaha AI

Kawea ngā tauira ML mai i te whakawhanake ki te whakaputa. Ka whakatakotoria e koe mā FastAPI, Docker, me ngā otinga kapua, whakarahi mā Ray, me te mātakitaki i ngā tauira mā MLflow — tae atu ki te haumarutanga, te matatapu, me ngā tikanga pai mō ngā pūnaha AI pono i roto i ngā taiao ao-tūturu.

Ngā mea e hiahiatia ana

Kāore koe e hiahiatia kia whai tohu o mua i te Pūtaiao Rorohiko, i te hōtaka rānei, kia uru mai ai ki tō mātou bootcamp. Ka whakapae mātou kāore he mōhiotanga o mua, ā, ka ārahi mātou i a koe i ngā tūāpapa i ngā wiki tuatahi kia hanga ai he tūāpapa kaha mai i te tīmatanga. Ahakoa he hōu koe ki tēnei māra, he hiahia rānei ki te whakapiki pūkenga, kua hangaia tēnei hōtaka kia tere, kia māia hoki tō piki whakamua.

• Rorohiko Pona, Rorohiko Papamahi rānei: He rorohiko pono me te kaha tukatuka e tika ana, e āhei ana hoki ki te whakahaere i ngā hōtaka e hiahiatia ana.
• Hononga Ipurangi Pūmau: He ipurangi pono mō ngā akomanga ora, ngā taiwhanga mahi ā-ringa, me ngā taumahi.
• Mātau Rorohiko Tūāpapa: Te āhei ki te whakatere i te pūnaha whakahaere, ngā pūmanawa tari (productivity), me te whakamahi pūtirotiro tukutuku.
• Mōhiotanga Tūāpapa mō ngā Hātepe me te Hōtaka: He mōhiotanga ki ngā ariā hōtaka kia ngāwari ai te whai i ngā akoranga.
• Mātau ki te Reo Ingarihi: Taumata B1, me te āhei ki te mārama ki ngā rauemi hangarau me te kōrero pai, nā te mea ka whakahaerehia te bootcamp i te reo Ingarihi.
• Kaha ki te Ako: He wairua hihiri mō te ako me te whakaharatau waehere, inā koa i te wāhanga mahi-mua kia tū pakari ai te tūāpapa mō te haere tonu i te bootcamp.

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