{"id":4014,"date":"2023-03-02T19:38:39","date_gmt":"2023-03-02T19:38:39","guid":{"rendered":"https:\/\/www.tsaai.eu\/rakendatud-tehisintellekti-metoodika\/"},"modified":"2023-08-15T09:06:33","modified_gmt":"2023-08-15T09:06:33","slug":"rakendatud-tehisintellekti-metoodika","status":"publish","type":"page","link":"https:\/\/www.tsaai.eu\/et\/rakendatud-tehisintellekti-metoodika\/","title":{"rendered":"Rakendatud tehisintellekti metoodika"},"content":{"rendered":"

Rakendatud tehisintellekti metoodika<\/h2><\/div>

<\/i><\/i><\/span>Andmeanal\u00fc\u00fcsi teostamine AI jaoks<\/span><\/a><\/h4><\/div>
\n
    \n
  1. Anal\u00fc\u00fcsi toimimise m\u00f5istmine<\/li>\n
  2. Andmeanal\u00fc\u00fcsi t\u00f5hus kasutamine masin\u00f5ppega<\/li>\n
  3. Tehisintellekti v\u00f5imaluste kindlaksm\u00e4\u00e4ramine<\/li>\n<\/ol>\n<\/div><\/div><\/div>

    <\/i><\/i><\/span>Andmeteadus \u00e4ritegevuses <\/span><\/a><\/h4><\/div>
    \n
      \n
    1. Andmeteadusprotsess<\/li>\n
    2. Masin\u00f5pe \u00e4ritegevuses<\/li>\n
    3. Andmete h\u00f5ivamine<\/li>\n
    4. Andmete ettevalmistamine<\/li>\n
    5. Andmete visualiseerimine<\/li>\n
    6. J\u00e4reldused<\/li>\n
    7. Andmet\u00f6\u00f6tlus<\/li>\n
    8. Reeglip\u00f5hine l\u00e4henemine vs andmet\u00f6\u00f6tluse l\u00e4henemine<\/li>\n<\/ol>\n<\/div><\/div><\/div>

      <\/i><\/i><\/span>Tehisintellekti s\u00fcsteemide projekteerimine tootmises <\/span><\/a><\/h4><\/div>
      \n
        \n
      1. Sissejuhatus tehisintellekti s\u00fcsteemide projekteerimisse\n
          \n
        1. \u00c4ri ja masin\u00f5ppe eesm\u00e4rgid<\/li>\n
        2. N\u00f5uded tehisintellekti s\u00fcsteemidele<\/li>\n
        3. Iteratiivne protsess<\/li>\n
        4. Tehisintellekti probleemide raamistamine<\/li>\n
        5. M\u00f5istus versus andmed<\/li>\n<\/ol>\n<\/li>\n
        6. Andmet\u00f6\u00f6tluse alused\n
            \n
          1. Andmeallikad<\/li>\n
          2. Andmeformaadid<\/li>\n
          3. Andmemudelid<\/li>\n
          4. Andmesalvestusmootorid ja andmet\u00f6\u00f6tlus<\/li>\n
          5. Andmevoogude viisid<\/li>\n
          6. Kogumit\u00f6\u00f6tlus versus voogt\u00f6\u00f6tlus<\/li>\n<\/ol>\n<\/li>\n
          7. Treeningandmed\n
              \n
            1. diskreetimine<\/li>\n
            2. m\u00e4rgistus<\/li>\n
            3. Klassidevaheline tasakaalustamatus<\/li>\n
            4. Andmete t\u00e4iendamine<\/li>\n<\/ol>\n<\/li>\n
            5. tunnuse loomine\n
                \n
              1. \u00d5pitud tunnused versus konstrueeritud tunnused<\/li>\n
              2. \u00dchised tunnuste loomise tegevusviisid<\/li>\n
              3. Andmete lekkimine<\/li>\n
              4. heade tunnuste loomine<\/li>\n<\/ol>\n<\/li>\n
              5. Mudeli arendamine ja off-line hindamine\n
                  \n
                1. Mudeli arendamine ja \u00f5petamine<\/li>\n
                2. Mudeli off-line hindamine<\/li>\n<\/ol>\n<\/li>\n
                3. Mudelite kasutuselev\u00f5tu ja prognoosimisteenus\n
                    \n
                  1. Masin\u00f5ppe kasutuselev\u00f5tu m\u00fc\u00fcdid<\/li>\n
                  2. Pakkprognoosimine versus on-line prognoosimine<\/li>\n
                  3. Mudelitihendus<\/li>\n
                  4. Masin\u00f5pe pilves ja servas<\/li>\n<\/ol>\n<\/li>\n
                  5. Andmete jaotamise nihked ja seire\n
                      \n
                    1. Tehisintellekti s\u00fcsteemi probleemide p\u00f5hjused<\/li>\n
                    2. Andmete jaotuse nihked<\/li>\n
                    3. Seire ja j\u00e4lgitavus<\/li>\n<\/ol>\n<\/li>\n
                    4. J\u00e4tkuv \u00f5ppimine ja katsetamine tootmises\n
                        \n
                      1. J\u00e4tkuv \u00f5ppimine<\/li>\n
                      2. Katsetamine tootmises<\/li>\n<\/ol>\n<\/li>\n
                      3. Infrastruktuur ja t\u00f6\u00f6vahendid MLOps jaoks\n
                          \n
                        1. Salvestus- ja arvutusv\u00f5imalused<\/li>\n
                        2. Arenduskeskkond<\/li>\n
                        3. Ressursside haldus<\/li>\n
                        4. Masin\u00f5ppe platvorm<\/li>\n
                        5. Arendus versus ostmine<\/li>\n<\/ol>\n<\/li>\n
                        6. Tehisintellekti inimlik pool\n
                            \n
                          1. Kasutajakogemus<\/li>\n
                          2. Meeskonna struktuur<\/li>\n
                          3. Vastutustundlik AI<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<\/div><\/div><\/div>

                            <\/i><\/i><\/span>Mudeli seletatavuse meetodid <\/span><\/a><\/h4><\/div>
                            \n
                              \n
                            1. Sissejuhatus seletatavasse tehisintellekti (XAI)<\/li>\n
                            2. Seletusmeetodite ja l\u00e4henemisviiside m\u00e4\u00e4ratlemine<\/li>\n
                            3. Seletatavusmeetodite kvaliteedi hindamine<\/li>\n
                            4. Mudeli seletatavuse meetodite liigid<\/li>\n
                            5. Teadmiste kaevandamise meetodid<\/li>\n
                            6. M\u00f5jup\u00f5hised meetodid<\/li>\n
                            7. N\u00e4itep\u00f5hised meetodid<\/li>\n<\/ol>\n<\/div><\/div><\/div>

                              <\/i><\/i><\/span>Reaalse tehisintellekti projekti arendamine <\/span><\/a><\/h4><\/div>
                              \n
                                \n
                              1. Tehisintellekti inseneri profiil<\/li>\n
                              2. Olulised tegurid\n
                                  \n
                                1. Andmeteadlase ja tehisintellekti inseneri erinevuste selgitamine<\/li>\n
                                2. Keskendumine lihtsusele kogu projektit\u00f6\u00f6s, et v\u00e4hendada riske<\/li>\n
                                3. Agiilsete p\u00f5hialuste rakendamine tehisintellekti projektit\u00f6\u00f6s<\/li>\n
                                4. DevOps’i ja MLOps’i erinevused ja sarnasused<\/li>\n<\/ol>\n<\/li>\n
                                5. Projekti planeerimine ja ulatuse m\u00e4\u00e4ramine<\/li>\n
                                6. Projektiga seotud teabevahetus ja logistika<\/li>\n
                                7. Tehisintellektiprojekti planeerimine ja uurimine<\/li>\n
                                8. Tehisintellektiprojekti testimine ja hindamine<\/li>\n
                                9. \u00dcleminek protot\u00fc\u00fcbist minimaalselt eluj\u00f5uliseks projektiks (MVP)<\/li>\n<\/ol>\n<\/div><\/div><\/div><\/div><\/div>
                                  <\/div><\/div><\/div>
                                  <\/span><\/div><\/div><\/div><\/div><\/div>
                                  <\/a><\/div><\/div>

                                  Tehisintellekti meetodid ja vahendid<\/a><\/h4>\n<\/div><\/div><\/div><\/div><\/div><\/div>
                                  <\/div><\/div>

                                  Rakendatud tehisintellekti kasutamine loodusteadustes<\/a><\/h4>\n<\/div><\/div><\/div>
                                  <\/a><\/div><\/div><\/div><\/div><\/div>
                                  <\/div><\/div><\/div><\/div><\/p>\n","protected":false},"excerpt":{"rendered":"","protected":false},"author":3,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"100-width.php","meta":{"inline_featured_image":false,"footnotes":""},"class_list":["post-4014","page","type-page","status-publish","hentry"],"yoast_head":"\nRakendatud tehisintellekti metoodika - TSAAI<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.tsaai.eu\/et\/rakendatud-tehisintellekti-metoodika\/\" \/>\n<meta property=\"og:locale\" content=\"et_EE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Rakendatud tehisintellekti metoodika - TSAAI\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.tsaai.eu\/et\/rakendatud-tehisintellekti-metoodika\/\" \/>\n<meta property=\"og:site_name\" content=\"TSAAI\" \/>\n<meta property=\"article:modified_time\" content=\"2023-08-15T09:06:33+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"18 minutit\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.tsaai.eu\/et\/rakendatud-tehisintellekti-metoodika\/\",\"url\":\"https:\/\/www.tsaai.eu\/et\/rakendatud-tehisintellekti-metoodika\/\",\"name\":\"Rakendatud tehisintellekti metoodika - TSAAI\",\"isPartOf\":{\"@id\":\"https:\/\/www.tsaai.eu\/et\/#website\"},\"datePublished\":\"2023-03-02T19:38:39+00:00\",\"dateModified\":\"2023-08-15T09:06:33+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/www.tsaai.eu\/et\/rakendatud-tehisintellekti-metoodika\/#breadcrumb\"},\"inLanguage\":\"et\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.tsaai.eu\/et\/rakendatud-tehisintellekti-metoodika\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.tsaai.eu\/et\/rakendatud-tehisintellekti-metoodika\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/www.tsaai.eu\/et\/tsaai\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Rakendatud tehisintellekti metoodika\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.tsaai.eu\/et\/#website\",\"url\":\"https:\/\/www.tsaai.eu\/et\/\",\"name\":\"TSAAI\",\"description\":\"Transversal Skills in Applied Artificial Intelligence\",\"publisher\":{\"@id\":\"https:\/\/www.tsaai.eu\/et\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.tsaai.eu\/et\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"et\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/www.tsaai.eu\/et\/#organization\",\"name\":\"TSAAI\",\"url\":\"https:\/\/www.tsaai.eu\/et\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"et\",\"@id\":\"https:\/\/www.tsaai.eu\/et\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/www.tsaai.eu\/wp-content\/uploads\/2022\/11\/logo_TSAAI-header-big-blue.svg\",\"contentUrl\":\"https:\/\/www.tsaai.eu\/wp-content\/uploads\/2022\/11\/logo_TSAAI-header-big-blue.svg\",\"width\":1356,\"height\":243,\"caption\":\"TSAAI\"},\"image\":{\"@id\":\"https:\/\/www.tsaai.eu\/et\/#\/schema\/logo\/image\/\"}}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Rakendatud tehisintellekti metoodika - TSAAI","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.tsaai.eu\/et\/rakendatud-tehisintellekti-metoodika\/","og_locale":"et_EE","og_type":"article","og_title":"Rakendatud tehisintellekti metoodika - TSAAI","og_url":"https:\/\/www.tsaai.eu\/et\/rakendatud-tehisintellekti-metoodika\/","og_site_name":"TSAAI","article_modified_time":"2023-08-15T09:06:33+00:00","twitter_card":"summary_large_image","twitter_misc":{"Est. reading time":"18 minutit"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.tsaai.eu\/et\/rakendatud-tehisintellekti-metoodika\/","url":"https:\/\/www.tsaai.eu\/et\/rakendatud-tehisintellekti-metoodika\/","name":"Rakendatud tehisintellekti metoodika - TSAAI","isPartOf":{"@id":"https:\/\/www.tsaai.eu\/et\/#website"},"datePublished":"2023-03-02T19:38:39+00:00","dateModified":"2023-08-15T09:06:33+00:00","breadcrumb":{"@id":"https:\/\/www.tsaai.eu\/et\/rakendatud-tehisintellekti-metoodika\/#breadcrumb"},"inLanguage":"et","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.tsaai.eu\/et\/rakendatud-tehisintellekti-metoodika\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.tsaai.eu\/et\/rakendatud-tehisintellekti-metoodika\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/www.tsaai.eu\/et\/tsaai\/"},{"@type":"ListItem","position":2,"name":"Rakendatud tehisintellekti metoodika"}]},{"@type":"WebSite","@id":"https:\/\/www.tsaai.eu\/et\/#website","url":"https:\/\/www.tsaai.eu\/et\/","name":"TSAAI","description":"Transversal Skills in Applied Artificial Intelligence","publisher":{"@id":"https:\/\/www.tsaai.eu\/et\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.tsaai.eu\/et\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"et"},{"@type":"Organization","@id":"https:\/\/www.tsaai.eu\/et\/#organization","name":"TSAAI","url":"https:\/\/www.tsaai.eu\/et\/","logo":{"@type":"ImageObject","inLanguage":"et","@id":"https:\/\/www.tsaai.eu\/et\/#\/schema\/logo\/image\/","url":"https:\/\/www.tsaai.eu\/wp-content\/uploads\/2022\/11\/logo_TSAAI-header-big-blue.svg","contentUrl":"https:\/\/www.tsaai.eu\/wp-content\/uploads\/2022\/11\/logo_TSAAI-header-big-blue.svg","width":1356,"height":243,"caption":"TSAAI"},"image":{"@id":"https:\/\/www.tsaai.eu\/et\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/www.tsaai.eu\/et\/wp-json\/wp\/v2\/pages\/4014","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.tsaai.eu\/et\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.tsaai.eu\/et\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.tsaai.eu\/et\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/www.tsaai.eu\/et\/wp-json\/wp\/v2\/comments?post=4014"}],"version-history":[{"count":8,"href":"https:\/\/www.tsaai.eu\/et\/wp-json\/wp\/v2\/pages\/4014\/revisions"}],"predecessor-version":[{"id":4046,"href":"https:\/\/www.tsaai.eu\/et\/wp-json\/wp\/v2\/pages\/4014\/revisions\/4046"}],"wp:attachment":[{"href":"https:\/\/www.tsaai.eu\/et\/wp-json\/wp\/v2\/media?parent=4014"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}