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’ i te Data Science & AI i roto i te 12 wiki (wā-katoa).
Tūāpapa
SQL, Python, Jupyter Notebook, Git me GitHub, Pāngarau Rārangi (Linear Algebra), Tūponotanga me te Tauanga (Statistics).
Tātari Raraunga
Tātari Raraunga, whakarite raraunga, whakaata raraunga (visualization) me te torotoro raraunga (exploration).
Machine Learning Tauhira
Machine Learning, ako ārahi me te ako kāore he ārahi, whakapai tauira ML, Naive Bayes, SVM, Random Forests, ML Pipelines me te Classification.
Ako Hōhonu (Deep Learning)
Neural Networks (whakatinana, rapurongoā me te whakapai), CNN Architectures, Autoencoder Architecture, Data Augmentation, Tensorflow, Keras me Scikit-Learn.
Tukatuka Reo Tūturu (NLP)
Waehere kuputuhi mō NLP, Recurrent Neural Networks (RNN), LSTM, Attention Mechanisms, Transformer Model me te hanga chatbot.
Upoko 0: Mahi Mua
Ko te Data Science & AI tētahi o ngā pūkenga tino whai mana i ngā tau tata nei. E pā ana ki te whakahaere raraunga, te horoi raraunga, te aromatawai, me te hanga tauira machine learning hei matapae i ngā putanga o ngā takahanga. I tēnei upoko, ka kapi mātou i ngā tūāpapa o te Data Science & AI hei whakarite i a koe kia tīmata pai ai tō haerenga ako.
Whakataki ki Python
- Te reo Python me tōna hītori
- Ngā tūāpapa o Python
- Ngā hanganga raraunga tūāpapa i Python
- Ngā karaehe me ngā ahanoa
- Ngā kōwae me ngā mōkihi (packages)
- Input/Output
- Ngā hapa me ngā exceptions
Ngā Taiao (Environments)
- Ngā taiao Python
- Anaconda
- Jupyter Notebooks
SQL me ngā Pātengi Raraunga
- Ngā tūāpapa SQL
- Ngā pātai SQL (SQL Queries)
Pāngarau Rārangi (Linear Algebra)
- Scalars me Vectors
- Matrices
- Norms
Git me GitHub
- Whakataki ki te whakahaere putanga (Version Control)
- Tukanga mahi
- Te tirotiro i ngā repository
- Te whakakore i ngā panonitanga
- Te tiki me te tō mai i ngā panonitanga
- Te pana i ngā panonitanga
Kaupapa: Curve Fitting
- Ko tēnei kaupapa e pā ana ki te whakaoti i te rapanga 'Curve fitting', arā, te kimi i te whārite ānau pai rawa hei whakauru ki tētahi huinga raraunga. Ka ārahi i a koe mā tētahi tauira, ka wehea ki ngā wāhanga, ā, ka whakaharatau koe i ngā ariā matua pērā i te OOP, SQL, Linear Algebra, me te tukanga Machine Learning whakamutunga.
Hōtaka Ako
Mai i te Mane ki te Paraire 9:30am ki te 3:30pm (NZT/NZDT)
Wā Ako
9:30am - 11:00am
Wā Ako
11:30am - 01:00pm
Wā Mahi ā-ringa
02:00pm - 03:30pm
Tā mātou tikanga ako
Ako Ora ā-Ipurangi
- I konei i CLA, whakanuia tō wheako ako mā ā mātou akomanga ora ā-ipurangi pāhekoheko, ka kōrero tika koe ki ngā kaiako me ngā hoa ākonga i te wā-tūturu, hei whakakaha i te mahi ngātahi me te tere o te whanaketanga pūkenga.
Ako Takitahi
- Wā-wāhanga: 9 h ako ora, 11 h ako takitahi, 20 h katoa ia wiki
- Wā-katoa: 22.5 h ako ora, 17.5 h ako takitahi, 40 h katoa ia wiki
Tikanga Akomanga Huripoki (Flipped Classroom)
- Rongoatia tētahi huarahi ako hihiri mā tā mātou tikanga akomanga huripoki, e whakakaha ana i a koe kia ako kaha, kia uru hōhonu ki te marautanga o te bootcamp.
Whakangungu Ārahi
- Uru atu ki tētahi wheako ako rumaki i tō mātou bootcamp, e arotahi ana ki te whai wāhi kaha, ngā mahi ā-ringa, me te hanga kōpaki (portfolio) kia tū pakari ai tō tūāpapa mō tō mātauranga.
He pai kē ki a koe te ako i tō ake tere?
Ako i tō ake tere me tā mātou Akoranga Pūtaiao Raraunga me te AI kei-te-tono, me te tino ngāwari mā tā mātou hōtaka hōhonu, tere-ā-koe. Whakakaha i tō mōhiotanga ki te huri raraunga mata hei tirohanga kaha, te whakangungu tauira mātau, me te hanga taupānga AI o te ao tūturu, ā, puta atu kua rite ki te whakarewa i tō mahi i te ao auahatanga e ārahina ana e te raraunga.
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.
Pokapū Ratonga Ara Mahi
Ngā Awheawhe Whakawhanake Ara Mahi
Ngā wānanga whakamātau mōu me te hapori whānui o CLA. Tirohia he tauira o ngā mea ka tukuna e tō mātou Pokapū Ara Mahi, tūtaki ki te Kaitohutohu Ara Mahi, ā, kuhu mai mō tētahi hui hei whakapai tere i tō CV i ngā wā whakamutunga.
Ngā Hui Tohutohu Ara Mahi kua Whakaritea mōu
He hui whai hanganga hei tautuhi i ō whāinga ara mahi, ā, hei waihanga rautaki kia tutuki ai, mā te kōrero āwhina, mā te whakamahere Mahere Mahi Ara Mahi (Career Action Planning) rānei.
Ngā Uiui Ā-Whakamātau
Whakaharatau i ngā pātai whanonga e tino kitea ana: me pēhea te whakaatu i ngā mea e rapu ana ngā kaitukumahi, me pēhea te whakaatu i ō kaha, me pēhea te whakahaere kōrero mō ngā tūmanako utu (salary/pay expectations), me ētahi atu.
Arotake CV/Résumé me te Reta Uhi
Riro mai he taunakitanga whaiaro mō tō CV/résumé me tō cover letter, kia hopukina ai te aro o ngā kaitāpae (recruiters) me ngā kaiwhakahaere utu, kia whiwhi uiui ai koe mō te tūranga e hiahia ana.
Kohinga Tūranga Mahi me ngā Internship
Ngā whai wāhitanga mahi hou rawa, kua tīpakohia e ā mātou mātanga ara mahi, ā, kua tohua kia hāngai ki ngā tūranga taumata-urunga (entry-level), ngā internship, me ngā tūranga junior.
Uru ki te Tūāpapa Rauemi Ara Mahi
Uru mārō ki ngā rauemi ratonga ara mahi i tō mātou tūāpapa ako, ngā mahi (assignments), ngā tauira, me ngā rauemi mō te rāngai hangarau.
Arataki Ngaio me ngā Hui Whakawhanaunga
Tūtaki ki ngā mātanga hangarau i roto i tō rāngai kia whiwhi tohutohu me te arataki, ā, kia whai wāhi hoki ki te whakawhanaunga i roto i ā mātou hui Career Chat.
Whakawhanaunga ā-Ākonga o Mua
Hono atu ki ō hoa akomanga me ngā ākonga o mua o CLA hei tiritiri rauemi whai tikanga, hei tīmata kōrero whai pānga, ā, hei tiritiri tūranga mahi ka whai hua ki te hapori alumni.
He aha i kōwhiri ai i a Code Labs Academy?
Whakangungu mahi ā-tangata
He tautoko kua whakaritea e ngā mātanga mahi: whakahou CV me LinkedIn, uiui whakaharatau, me tētahi rautaki rapu-mahi e aronui ana ki te hangarau.
Ngā kaupapa kua rite mō te kōpaki
Whakaoti te hōtaka me tētahi kōpaki kua rite mō GitHub o ngā kaupapa o te ao tūturu, i hangaia i roto i te akomanga, ā, i whakapaihia mā ngā urupare a ngā kaitautoko.
Marautanga e ārahina ana e te ahumahi
Ka whakahoungia te marautanga ia hauwhā kia hāngai ki ngā hiahia kimi kaimahi o nāianei i te AI, te haumarutanga matihiko, me te whakawhanaketanga tukutuku.
Tiwhikete e mōhiotia ana
Whakaaturia tō tiwhikete Code Labs Academy kua whakamanahia e AZAV ki LinkedIn, ki tō CV, me ngā tono uruwhenua.