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.

Ūpoko 0: Mahi Tōmua
Ko te pūtaiao raraunga tētahi o ngā mahi tino hiahiatia i ngā tau tata nei. E pā ana ki te whakahaere raraunga, te horoi, te aromatawai, me te whakawhanake tauira machine learning hei matapae i ngā hua o ngā take. Nā te uaua o te horopaki, me tino mārama koe ki tētahi whānuitanga o ngā taputapu me ngā tikanga, tae atu ki a Python, ngā horopaki, ngā pātengi raraunga, te pāngarau, me te algebra rārangi. I roto i tēnei ūpoko, ka whakaurua e mātou ngā tūāpapa o te pūtaiao raraunga hei whakarite i a koe mō tō haerenga ako.
Kupu Whakataki mō Python
- Te Reo me te Hītori o Python
- Ngā Tūāpapa o Python
- Ngā Hanganga Raraunga Tūāpapa i roto i Python
- Ngā Karaehe me ngā Ahanoa
- Ngā Huānga me ngā Kōpaki
- Te Whakauru/Whakaputa
- Ngā Hapa me ngā Rerekētanga
Ngā Horopaki
- Ngā Horopaki Python
- Anaconda
- Jupyter Notebooks
SQL me ngā Pātengi Raraunga
- Ngā Tūāpapa SQL
- Ngā Uiui SQL
Algebra Rārangi
- Ngā Scalar me ngā Vector
- Ngā Matrix
- Ngā Norm
Git me GitHub
- Kupu Whakataki mō te Whakahaere Putanga, te Tukanga Mahi, te Tirotiro Pātengi, te Whakakore Huringa, te Tiki me te Tō mai i ngā Huringa, te Pana i ngā Huringa
Kaupapa: Te Whakarite Kōpiko (Curve Fitting)
- E pā ana tēnei kaupapa ki te whakaoti i te raru 'curve fitting', e pā ana ki te kimi i te whārite kōpiko tino pai e whakarite ana ki tētahi putanga raraunga kua tohua. Ka ārahi i a koe mā tētahi tauira o tēnei raru, ā, kua wehea ki ngā wāhanga, ka whakamahia i ia wāhanga ngā ariā tūāpapa pēnei i te OOP, SQL, Algebra Rārangi, me te tukanga mahi 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.
Ako anō
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.
Kimihia he kōwhiringa pūtea e hāngai ana ki a koe
Kaua e tukua te utu hei ārai i a koe ki te hono atu ki ā mātou bootcamp. Kei te rapu tonu mātou i ngā mahere utu ngāwari me ngā huarahi tautoko pūtea kia māmā ake te uru atu ki ā mātou hōtaka.
Tirohia ngā kōwhiringa pūtea
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.
Ngā Pātai Auau
Ngā Arotake me ngā Kōrero Whakamana a ngā Paetahi o Code Labs Academy
The Code Labs Academy web development course was very impressive, it was one of the best experiences I have had in my life. I highly recommend attending this bootcamp where you not only learn web development, but also get career advice and be ready t ...

The cyber security bootcamp was a rapid journey of discovery. I soaked up vast amounts of knowledge and feel ready to take the next step on my new career path.

I really enjoyed the full-time web development bootcamp. The teachers were knowledgeable and always took the time to answer all my questions. The content of the course covers the most needed skills to start in the web development industry. I recommen ...

The CLA bootcamp was a fantastic experience that had a significant impact on me. The live sessions were engaging and enjoyable, and I was always motivated to practice what I learned. The instructors were incredibly helpful and supportive throughout t ...

I'm always looking for new opportunities to learn the latest technologies in Data Science, and the quality of Code Labs Academy's content exceeded my expectations. If you're passionate about technology and willing to put in the effort, this bootcamp ...

The teachers and mentors are wonderful, at least the one I had. Moe taught me more than all my teachers in my whole life. He makes things clear and always encourages you to keep going despite all the challenges.

I've never regretted choosing CLA to learn UI/UX. While I had some doubts before starting, I quickly realized that CLA would help me enhance my existing skills and acquire new ones that are incredibly valuable for my career.

After completing my master's degree in data analytics, I endeavoured to further my knowledge in the field with the goal of pursuing a career in either data science or analysis. However, I encountered difficulties finding answers to my questions, so I ...

Without a tech background, after just a few months I am now able not only to understand complex machine or deep learning models, but also to design them myself. If you are looking for a career change in the tech industry, motivated and have some time ...

The cyber security bootcamp I attended in 2022 taught me the foundational understanding and skills required for me to pivot to a career in IT. My instructor was knowledgeable, patient and always willing to help. Before the end of my course I receiv ...

"I liked everything how it was and definitely will recommend CLA for my friends if they ask.I truly appreciated the hands-on, practical approach to learning. The bootcamp’s structure allowed me to engage with real-world cyber security scenarios, whic ...

The teachers are great, tolerant, motivated and cheerful. The learning process is smooth and fun, you have the space to ask your questions and also participate. But the most important thing is that they prepare you for the practical world by realisin ...

As a part of the web development bootcamp, I must say that It went beyond my expectations. The bootcamp is indeed interactive, fun, and informative. I learned a lot of things thanks to my mentors and to everyone working behind the scenes. I would hig ...

I already knew about CLA through posts on LinkedIn and reading user reviews. When I saw the bootcamp curriculum, I thought it would be essential for my career advancement. I like the exercises we do together and the examples that are presented. The a ...

I wanted to express my sincere gratitude for the incredible experience I had at your bootcamp. It was not only super helpful but also incredibly fun. I learned a tremendous amount during my time there and wanted to share my thoughts with you. First a ...

Learning in a small group with a very friendly and understanding instructor. I had a lot of fun, got an insight into areas that were completely new to me, learned a lot and in the end achieved exactly what I wanted.

One of the best ways to learn Data Science and Machine Learning, excellent teachers who always help you understand and give you more ideas and examples. If you want to know more about ML, CLA is the best place.

It’s an online boot camp with asynchronous courses that can match any student all over the world. I appreciate the fact that it comes with a certificate at the end upon successful completion. To sum up, this bootcamp is all in one, you learn and mas ...

As a graduate of the CLA Cybersecurity bootcamp, what I appreciated the most was the quality of the instructors. They were incredibly attentive and highly knowledgeable about the subject. The hands-on practices were not only interesting but also allo ...

The balance between theory and practice is perfect, you get a chance to apply what you learn in homework and real projects that are reviewed by the TAs. I recommend this bootcamp to anyone who wants to start their career in Data Science.

As for the best part and most memorable experience, it's hard to pinpoint just one. However, I would say that the most memorable aspect of the CLA bootcamp is the sense of accomplishment and pride that comes with completing the program, especially th ...

CLA guided me to become the front-end developer that I planned to be. Literally they took me from zero to hero in their bootcamp. Keep up the good work you offer!

Learning everything about programming and data in a short period of time is 100 percent guaranteed, the teachers are very free with student and are willing to help no matter the day or time and also all projects made can be presented in job applicati ...



