{
  "meta": {
    "title": "Nga Mahi MLOps: Aratohu Taumata-Taki mō te Tohungatanga MLOps i te Ao Hangarau",
    "description": "Aratohu mātanga mō te tuhi mōhiotanga mō te tūranga MLOps Inihua, whai rakau arā atu i ngā tikanga me ngā pūkenga motuhake, tae atu ki ngā tauira angitu mō ngā kaitono whai mōhiotanga mō te hanga auaha whaihangarau.",
    "language": "mi"
  },
  "resume": {
    "metadata": {
      "version": 1,
      "lastModified": "2025-03-01T12:00:00.000Z",
      "fullName": "Aroha Matiu",
      "email": "aroha.m***************",
      "phones": [
        "+41 76 1*******"
      ],
      "city": "Zurich",
      "country": "Switzerland",
      "links": [
        "https://linkedin.c*****************"
      ],
      "language": "mi"
    },
    "content": {
      "role": "MLOps Engineer",
      "summary": "Ko Aroha Matiu ahau, he tangata mātanga i te ao hangarau me te Papa-motuhake i runga i ngā hangarau o te ao taumata. Kua whai koe i te kaha ki te hanga, te whakapai ake hoki i ngā punaha MLOps, me te whai wāhi ki te whakawhanaketanga o ngā tauira mīharo mō ngā tono rorohiko. Ko te whāinga mōku ko te whakapai ake i te wātea, te ngawari ki te whakamahi me te whakatika i ngā rauemi rorohiko hei tautoko i ngā kaupapa rangahau whaihua. Ka whakamahi au i ngā pūkenga matatau i roto i te Kubernetes, Docker, me te AI, he nui hoki te whakaute i ngā paerewa haumaru me ngā tikanga mahi nā te rongoā o te ao hangarau hou. Kua hurihia e au te ao mahi ki te whakatinana i ngā taputapu aunoatanga mō te rapu, te tāpae hoki i ngā taupānga MLOps ā-mātauranga, hei whakakaha i te mahi tahi me ngā tirohanga rautaki o ngā kamupene nui rawa atu. Ko taku hāngai mō te rangahau, te hangarau matua me te whai mana ki te whakatutuki i ngā whāinga tautoko o ngā rōpū whanui i roto i te ao whanaketanga hōtaka hou, te hanga rauemi hoki mā te whakamahinga o te hangarau hou.",
      "skills": [
        {
          "category": "Hangarau Rorohiko me te Mātauranga Mīharo",
          "items": [
            "Kubernetes, Docker, me te Terraform",
            "Whakawhanaketanga Pipelines CI/CD",
            "Tāwharau AI me te MLPipeline",
            "Rorohiko Mīharo & Data Engineering",
            "whakarite haumaru me te whakahaere pūkenga"
          ]
        },
        {
          "category": "Rautaki me te Whakahaere Matua",
          "items": [
            "Rāweke rautaki hangarau",
            "Whakahaere mana mō te kaupapa",
            "Rangahau me te whakaurutanga o ngā paerewa whakaritenga",
            "Ngā rautaki whakahaere rauemi hangarau"
          ]
        },
        {
          "category": "Ngā Pūkenga Tuihono me te Tikanga",
          "items": [
            "Ngā whakawhiti kōrero me ngā whakawhitinga whakaaro",
            "Ngā whakahaere mahi tahi whai hua",
            "Ngā mahi whakahaere rōpū me ngā tikanga whakahaere"
          ]
        },
        {
          "category": "Ngā Pūkenga Māori & Rongoā",
          "items": [
            "Reo Māori native",
            "Reo Ingarihi fluent",
            "Reo Tiamana advanced"
          ]
        }
      ],
      "experience": [
        {
          "company": "Quantum Computation Ltd",
          "role": "MLOps Inihua",
          "from": "2022-04",
          "to": null,
          "isCurrent": true,
          "location": "Zurich, Switzerland",
          "description": "Ko te kaitautoko matua mō ngā whakaurunga MLOps i roto i te umanga rorohiko. Kua whakahaerehiangia e au ngā tukanga automation mō ngā tauira AI, whai hoki i ngā paerewa haumaru o te ao. Kua hangaia hoki ngā pipelines CI/CD nui,pērā i te whakamahi i ngā taputapu Kubernetes me Docker ki te whakapai i te rere hoki o te hanga rauemi.",
          "achievements": [
            "Whakapai i te wā tika o ngā punaha ki te 85% mō ngā taupānga AI whai hua",
            "Whakapiki i te whakatika whakamahi i ngā rauemi i runga i te 70% hei aukati i ngā pātaitai me ngā whakapā",
            "Whakahaerehia totika ngā kaupapa hangarau nui, tae atu ki ngā hikoi whakamātautau me ngā whakamātautau"
          ]
        },
        {
          "company": "DataAustria GmbH",
          "role": "Rōpū Hangarau MLOps",
          "from": "2020-06",
          "to": "2022-03",
          "isCurrent": false,
          "location": "Vienna, Austria",
          "description": "Ko te kawenga mō te hanga me te whakahaere i ngā pakiwaitara MLOps ki te whakakaha i ngā taupānga rorohiko rongoā. Kua pai te whakarite i ngā raina MLOps i runga i te hiahia o te kamupene me ngā paerewa haumaru o te ao, me te tuku i ngā whakatikatika o ngā tauira whai hangarau i te wā. Kua akiaki hoki i te ako mo ngā tauira AI me te whakamātautau i ngā pākahiko mō te whakapai ake i ngā hongere hangarau.",
          "achievements": [
            "Whakapai i te tukanga whakaurunga tauira i te 60% ma te whakamahi i ngā pūkenga hou",
            "Whakaiti i te utu mō ngā rauemi ngāwari i te 25% ma te whakamahi i ngā tikanga whakahaere motuhake",
            "Hangaia he papatono whaihua hei tautoko i te taupānga hou o ngā tauira AI"
          ]
        },
        {
          "company": "Remote Solutions Inc.",
          "role": "MLOps Specialist",
          "from": "2018-01",
          "to": "2020-05",
          "isCurrent": false,
          "location": "Remote",
          "description": "Ko ngā mahi matua ko te whakatinana i ngā kaiwhakaputa AI rorohiko i ngā ake. Kua ū ki ngā whakamahinga o te Kubernetes, Docker me te TensorFlow, me te tautoko hoki i te whakapai ake i ngā whānui kaupapa ā-rorohiko. Ko tāku ko te kimi i ngā huarahi hou hei whakamahi i ngā taputapu hangarau hou ki te whakapai ake i te waahi whakahaere rauemi me te hāngai ki ngā tauwāhi rerekē.",
          "achievements": [
            "Whakakaha i te whakahaere rauemi ki runga i te 30% mā te whakamahi i ngā taputapu kawea-tōraro i roto i ngā pipelines",
            "Runga i te 95% o ngā whakamātautau i ngā tauira hangarau hou i te wā tika",
            "Kua whakauru i te aratohu haumaru hou i runga i ngā tikanga motuhake mō ngā kaiwhakangungu AI"
          ]
        }
      ],
      "education": [
        {
          "school": "Whare Wānanga o Tāwhaki",
          "degree": "Pōkai Mātauranga Tākawa",
          "field": "Hangarau Matua",
          "location": "Zurich, Switzerland",
          "summary": "Ko te tohu mō te reo hangarau matua me ngā akoranga i te hangarau AI, ngā tukanga whainga me ngā puni rorohiko hou e tautoko ana i ngā kaupapa rangahau taiao hou.",
          "from": "2014-09",
          "to": "2018-06",
          "isCurrent": false
        }
      ],
      "languages": [
        {
          "language": "Reo Māori",
          "level": "native"
        },
        {
          "language": "Reo Ingarihi",
          "level": "fluent"
        },
        {
          "language": "Reo Tiamana",
          "level": "advanced"
        }
      ]
    },
    "createdAt": "2026-03-30T09:49:45.491Z",
    "updatedAt": "2026-03-30T09:49:45.491Z"
  },
  "sections": [
    {
      "id": "what-role-does",
      "title": "He aha te mahi a te MLOps Inihua?",
      "content": [
        {
          "type": "paragraph",
          "text": "Ko te MLOps Inihua he kairangahau hangarau matua, e whakatau ana i ngā tikanga, ngā taputapu, me ngā pūnaha hei tautoko i te hanga, te whakahaere hoki i ngā tauira mīharo o te hangarau rorohiko. E whakarahi ana i te pūkenga o ngā rōpū hei whakatinana i ngā tauira tuihono me te whakahaere i ngā tukanga o te hanga tauira, ngā whakamātautau me te whakatinanatanga i ngā mahi hangarau hou hei whakapai ake i te whaihua o ngā kaupapa whakahaere kawa."
        },
        {
          "type": "paragraph",
          "text": "Ko te tūranga he mea nui i te ao hangarau, ina koa mō te whakarite i ngā punaha AI motuhake, hei tautoko i ngā rangahau, ngā rautaki hokohoko, me ngā kaupapa mahi whaihua. Ko te MLOps e whakahaere ana i te rauemi, e whakapai ana hoki i ngā tukanga hanga me te whakamātautau tauira, hei whakarite i te āheinga ki ngā kaipupuri rorohiko me ngā kaiwhakahaere kaupapa i ngā wā katoa."
        }
      ]
    },
    {
      "id": "key-skills",
      "title": "Ngā Pūkenga Matua mō te Tūranga MLOps Inihua",
      "content": [
        {
          "type": "paragraph",
          "text": "Hei kitea he pānga tika ki омāhi kaiārahi hangarau me ngā kaiwhakarato mahi, me akiaki i ngā kaitono ki te whai i tēnei rārangi pūkenga, ka whai kōrero ngā wāhanga e whai ake nei mō ngā hangarau me ngā mōhiotanga matua e pa ana ki te ao MLOps."
        },
        {
          "type": "bullets",
          "items": [
            "Kubernetes, Docker, me te Terraform mō te whakahaere rauemi me ngā punaha hou",
            "Ngā tikanga CI/CD me ngā rautaki whakaputa whakauru",
            "Te whakahaere i ngā tauira AI me ngā paerewa hangarau whakawhiti i ngā papa whakahaere tauira",
            "He pūkenga ki te whakahaere rauemi, whai hoki i ngā paerewa haumaru me ngā ture whakahaere",
            "Te tautoko hangarau pērā i TensorFlow, PyTorch, me ngā taputapu AI runga Rorohiko",
            "Ngā pūkenga whakahaere kaupapa, kia pai ai te mahi tahi me ngā rōpū o te ao hangarau",
            "Te rongoā Māori me te reo Ingarihi, me te mōhiotanga o ngā tikanga whenua, me ngā tūpuna"
          ]
        }
      ]
    },
    {
      "id": "market-stats",
      "title": "Ngā Tātaritanga o te Maakete mō ngā Mahi MLOps",
      "content": [
        {
          "type": "paragraph",
          "text": "Ko te ao hangarau e piki ana te hiahia mō ngā kaitono MLOps whai mōhiotanga nui i te ao whānui, e whai ana ki te rarangi mahi whakamiharo me ngā paerewa hangarau o te ao hōu. He nui ngā wātea whakamihi i ēnei tūranga, ā, ka nui hoki te utu mō ngā kaiwhakangungu pono."
        },
        {
          "type": "stats",
          "content": [
            "Ka tumanako ngā kaimahi MLOps te piki taimaha reanga i te 25% i roto i ngā tau e rua e haere ake nei.",
            "Ko te utu toharite mō te kaitiaki MLOps kei Rarotonga kei runga i te €70,000 ki te €100,000 ā-tau.",
            "He piki te tono mō ngā runga i ngā paerewa AI tauwhāiti, tae atu ki ngā kaitono whai taha ki te ao pūkenga matatau.",
            "Kua piki te whakamahinga o ngā rautaki mō te whakauru i ngā tauira AI i ngā kamupene pērā i ngā rōpū hanga rorohiko me ngā kamupene whakawhiti."
          ]
        }
      ]
    },
    {
      "id": "highlight-experience",
      "title": "Ngā Kīwaitanga mō te Whakahaere i ngā Mahi Matua i te Ao MLOps",
      "content": [
        {
          "type": "doDont",
          "content": "Ko ngā kaupapa angitu, ko tērā pea, ko te whakamahi i ngā taputapu hangarau rangatira pērā i Kubernetes me Docker hei whakatinana i ngā pipelaina ki te hanga, te whakamātautau hoki i ngā tauira. Kaua e wareware ki te whakauru i ngā paerewa haumaru o te ao kia kore ai e taka ki ngā raruraru haere tonu o te rorohiko."
        },
        {
          "type": "doDont",
          "content": "Aroha ki ngā tauira o te hangarau o nāianei, me te whakarite kia ringa hotaka ngā tukanga mahi me ngā pākahiko taumata."
        },
        {
          "type": "quote",
          "text": "Ko te ako, te whakamahi hoki i ngā hangarau hou ka painga ana ki ngā kaupapa rangahau me ngā whanaketanga o te hangarau AI."
        },
        {
          "type": "bullets",
          "content": [
            "Whakapai i ngā pipelines automation mō te whakaputa i ngā tauira AI",
            "Kawea ki te wā tika ngā mōhiotanga me ngā rauemi mō te whānuitanga o ngā kaupapa",
            "Ngā mōhiotanga hōu i ngā taputapu me ngā paerewa tauwhāiti ao"
          ]
        }
      ]
    },
    {
      "id": "education-certificates",
      "title": "Ngā Mātauranga me ngā Tiwhikete Whai Ako",
      "content": [
        {
          "type": "paragraph",
          "text": "Kei te whai wāhi ngā tohu o te kaitono ki te ao hangarau matatau me ngā akoranga i te hangarau AI, me ngā tikanga whakahaere paerewa. Ko te tohu i runga i te toki mō te tautoko i ngā mahi rautaki me te hanga rapanga hangarau, hei tautoko i ngā paerewa anga whakamua."
        }
      ],
      "education": [
        {
          "school": "Whare Wānanga o Tāwhaki",
          "degree": "Pōkai Mātauranga Tākawa",
          "field": "Hangarau Matua",
          "location": "Zurich, Switzerland",
          "summary": "Ko te tohu mō te reo hangarau matua me ngā akoranga i te hangarau AI, ngā tūroti, me ngā punaha whakaputa.",
          "from": "2014-09",
          "to": "2018-06",
          "isCurrent": false
        }
      ]
    },
    {
      "id": "portfolio-projects",
      "title": "Ngā Mahi Whakaatu i Rānei ngā Kaupapa Mahi Pērā i ngā Pūtake MLOps",
      "content": [
        {
          "type": "paragraph",
          "text": "Kua roa ngā hua i ngā kaupapa MLOps i whakaaturia, ā, ka taea te toro atu ki ngā tauira i runga i ngā paetukutuku me ngā whakaahuahua e tohu ana i ngā hua tauwhāiti o te hangarau me ngā whakahaere i ngā wā o mua."
        },
        {
          "type": "bullets",
          "content": [
            "Te hanga i tētahi pipeline AI whai mana mō te whakahaere i ngā tauira hou ki te kaupapa rangahau whenua",
            "Ngā whakamātautau i ngā tauira AI ki ngā kaupapa a te tangata, kia whai hoki te painga ki te ao rorohiko",
            "Whakawhanake i ngā taputapu rorohiko hei tautoko i ngā paerewa haumaru mō ngā rangahau AI"
          ]
        }
      ]
    },
    {
      "id": "common-mistakes",
      "title": "Ngā Hapa Whānui i te Hāngai ki te Tuhituhi Mohoao",
      "content": [
        {
          "type": "paragraph",
          "text": "Otinga ia ngā mahi tuhi mohoao e whai ana ki te rapu i ngā āhuatanga tika mai i te rauemi o te pae, ki te whakaatu i ngā pūkenga e tutuki ana i ngā hiahia o te tūranga, kāore hoki e katia i ngā kōrero kore hua, ngā whaurangi, me te whakamahi mokemoke i ngā kupu mate. Ko te hohonutanga o ngā kōrero me te whakamahinga mōhiotanga motuhake e whiwhi ai te kaipupuri mahi i te whakaaro tūturu."
        }
      ]
    },
    {
      "id": "resume-sections-tips",
      "title": "Ngā Tohutohu mō te Hāngai ki te Tuhituhi Mohoao",
      "content": [
        {
          "type": "paragraph",
          "text": "Kia mārama ki ngā rerenga kupu matua me ngā kupu matua e rapuhia ana i ngā rapunga o te kaitono. Me whakaatu hoki i ngā pūkenga whakamana ki ngā tauira mō te whakaatu i ngā wāhanga motuhake o te tūranga. Ko te whai i ngā tauira āhua me ngā tohutohu hei whakamahi i ngā kupu tōkeke me ngā kupu whakahāngai e hāngai ana ki te whakatairanga i tēnei tūranga mātua pērā i ngā waka rautaki, ngā taputapu hangarau me ngā paerewa haumaru."
        }
      ]
    },
    {
      "id": "ats-keywords",
      "title": "Ngā Kupu Matua Tautoko mō te Tukutuku Rānei mō te Tuhituhi Mohoao",
      "content": [
        {
          "type": "paragraph",
          "text": "Aroha ki te whakamahi i ngā kupu matua pērā i te Kubernetes, Docker, CI/CD, Machine Learning, AI, Data Engineering, Cloud Platforms, Security, Automation, Model Deployment, MLOps Pipelines, Anomaly Detection, Infrastructure as Code, Monitoring, Data Versioning, Cloud Computing, GPU Acceleration, Scaling, Optimization, Reliability, & Compliance."
        },
        {
          "type": "paragraph",
          "text": "Ko ngā kupu e kōwhiria ana hei tautoko i ngā rapu mō te tūranga, kia marathon hoki te rapu ki ngā whārangi mahi pērā i ngā paetukutuku, me ngā pūtake o te hangarau rorohiko me te rangahau whakahaere."
        }
      ]
    },
    {
      "id": "adapt-to-vacancy",
      "title": "Ngā Maha ki te Whakarite i te Tuhituhi Mohoao ki Rānei te Tūranga Whakatauranga",
      "content": [
        {
          "type": "paragraph",
          "text": "Ka taea te tuku i tāu mera, tāu rongoā me ngā tohutohu kei te whārangi rangahau mō te tūranga ki tōnā kamupene, hei korero ranei ki ngā tohutohu a te kaitono ki te whai i ngā wāhanga me ngā paerewa o tō rārangi mahi motuhake."
        },
        {
          "type": "paragraph",
          "text": "Ko runga i tō rārangi, ko te tuku i tō tatau tūturu ki ngā whakaritenga me ngā whakatakotoranga e hāngai ana, me te tāpiri hoki o ngā kupu matua e hiahia ana ngā Kaitangata tukutuku mahi."
        }
      ]
    },
    {
      "id": "faq",
      "title": "Ngā Pātai Itaata mō te Tuhituhi Mohoao mō te Tūranga MLOps Inihua",
      "content": [
        {
          "type": "paragraph",
          "text": "He āhua pēnei ngā pātai e pā ana ki ngā tauira, ngā pūkenga, me ngā tikanga taketake e hāngai ana ki tēnei tūranga. Kia kore ai e tuku i ngā pātai kotahi i runga i te ao hangarau, ka arahia koe e tēnei rārangi hei rapu mōhio o te whakaurunga pai rawa mō ngā kaitono hou."
        },
        {
          "type": "bullets",
          "content": [
            "Me pēhea au ki te whakaatu i ngā pūkenga hangarau i runga i te tuhinga mohoao?",
            "He aha ngā paerewa haumaru me ngā taranaki hangarau e tika ana mō tēnei tūranga?",
            "Me pēhea au e tuku ai i ngā tauira whakaatu i te angitū o tō mahi?",
            "He āhuatanga pēhea ngā tohu me ngā hōtaka whai mātauranga e pa ana ki tēnei tūranga?",
            "Me pēhea te hanga i te rārangi kupu matua mō ngā rapunga mahi i ngā pae tukutuku?",
            "He aha ngā rautaki pai mō te whakauru i ngā kaipupuri mahi hou ki te ao hangarau MLOps?",
            "Kia pēhea e taea ai tāku whakahou i tāku tuhinga i runga i ngā matā kāore i te kakeke?",
            "He aha ngā momo mahi whaihua i te ao MLOps me pēhea e taea ai te whakauru i ngā pūkenga ki ngā tuhinga?"
          ]
        }
      ]
    }
  ]
}