{"id":4029,"date":"2023-03-02T19:13:39","date_gmt":"2023-03-02T19:13:39","guid":{"rendered":"https:\/\/www.tsaai.eu\/tehisintellekti-meetodid-ja-vahendid\/"},"modified":"2023-08-14T14:27:56","modified_gmt":"2023-08-14T14:27:56","slug":"tehisintellekti-meetodid-ja-vahendid","status":"publish","type":"page","link":"https:\/\/www.tsaai.eu\/et\/tehisintellekti-meetodid-ja-vahendid\/","title":{"rendered":"Tehisintellekti meetodid ja vahendid"},"content":{"rendered":"

Tehisintellekti meetodid ja vahendid<\/h2><\/div>

<\/i><\/i><\/span>Sissejuhatus ja \u00fclevaade<\/span><\/a><\/h4><\/div>
<\/div><\/div><\/div>

<\/i><\/i><\/span>Ekspert ja arukad s\u00fcsteemid<\/span><\/a><\/h4><\/div>
\n
    \n
  1. Eksperts\u00fcsteemide m\u00f5iste<\/li>\n
  2. Eksperts\u00fcsteemide koostisosad<\/li>\n
  3. Eksperts\u00fcsteemide n\u00e4ited<\/li>\n<\/ol>\n<\/div><\/div><\/div>

    <\/i><\/i><\/span>Masin\u00f5pe<\/span><\/a><\/h4><\/div>
    \n
      \n
    1. \u00d5ppimine n\u00e4idete p\u00f5hjal<\/li>\n
    2. \u00d5ppimise liigid\n
        \n
      1. Juhitav\/valvega \u00f5ppimine<\/li>\n
      2. Valveta \u00f5ppimine<\/li>\n
      3. Kinnitusega \u00f5ppimine<\/li>\n<\/ol>\n<\/li>\n
      4. Praktilised vahendid AI\/ML jaoks\n
          \n
        1. Programmeerimiskeskkond<\/li>\n
        2. Graafilised t\u00f6\u00f6vahendid, KNIME<\/li>\n<\/ol>\n<\/li>\n
        3. Regressioon\n
            \n
          1. \u00dchem\u00f5\u00f5tmeline regressioon<\/li>\n
          2. Mitme muutujaga regressioon<\/li>\n
          3. Regressioonimudelite kvaliteet<\/li>\n<\/ol>\n<\/li>\n
          4. Klassifikatsioon\n
              \n
            1. Logistiline regressioon<\/li>\n
            2. Otsustuspuud<\/li>\n
            3. Klassifikaatorite kvaliteet<\/li>\n<\/ol>\n<\/li>\n
            4. K\u00f5rvalekalded ja hajuvus<\/li>\n
            5. Tunnuseh\u00f5ive<\/li>\n
            6. Ansambel\u00f5pe\n
                \n
              1. Juhuslik mets (Random Forest)<\/li>\n
              2. Regressioonipuud<\/li>\n
              3. v\u00f5imendatud puud<\/li>\n
              4. H\u00fcperparameetrite h\u00e4\u00e4lestamine masin\u00f5ppes<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<\/div><\/div><\/div>

                <\/i><\/i><\/span>S\u00fcva\u00f5pe<\/span><\/a><\/h4><\/div>
                \n
                  \n
                1. N\u00e4rviv\u00f5rgud\n
                    \n
                  1. Neuronid bioloogias<\/li>\n
                  2. Pertseptron<\/li>\n
                  3. Tagasilevi ja gradientlaskumine<\/li>\n
                  4. Konvolutsioonilised n\u00e4rviv\u00f5rgud (CNN)<\/li>\n
                  5. Rekurrentsed n\u00e4rviv\u00f5rgud (RNN)<\/li>\n<\/ol>\n<\/li>\n
                  6. S\u00fcva\u00f5pe: N\u00e4ited ja kasutusjuhtumid<\/li>\n
                  7. S\u00fcva\u00f5ppe praktilised aspektid\n
                      \n
                    1. Raamistikud<\/li>\n
                    2. M\u00e4rgistamine ja rikastamine<\/li>\n
                    3. Standardmudelid ja \u00fclekande\u00f5pe<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<\/div><\/div><\/div>

                      <\/i><\/i><\/span>Loomuliku keele t\u00f6\u00f6tlus (NLP)<\/span><\/a><\/h4><\/div>
                      \n
                        \n
                      1. N\u00e4iteid NLP \u00fclesannetest<\/li>\n
                      2. Teksti eelt\u00f6\u00f6tlus\n<\/li>\n
                      3. sisseehitused<\/li>\n
                      4. Transformerid<\/li>\n
                      5. Suured keelemudelid<\/li>\n<\/ol>\n<\/div><\/div><\/div>

                        <\/i><\/i><\/span>T\u00f6\u00f6vahendid tehisintellekti ja ML jaoks <\/span><\/a><\/h4><\/div>
                        \n
                          \n
                        1. AI\/ML programmeerimiskeskkonnad\n
                            \n
                          1. Jupyter Notebooks + Python, Anaconda<\/li>\n
                          2. Raamistikud: Scikit-Learn, Tensorflow, PyTorch, Keras jne.<\/li>\n<\/ol>\n<\/li>\n
                          3. Koodivaba AI\/ML\n
                              \n
                            1. KNIME anal\u00fc\u00fctikaplatvorm<\/li>\n
                            2. Muud<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<\/div><\/div><\/div><\/div><\/div>
                              <\/div><\/div><\/div>
                              <\/span><\/div><\/div><\/div><\/div><\/div>
                              <\/a><\/div><\/div>

                              Sissejuhatus AI-sse<\/a><\/h4>\n<\/div><\/div><\/div><\/div><\/div><\/div>
                              <\/div><\/div>

                              Rakendatud tehisintellekti metoodika<\/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-4029","page","type-page","status-publish","hentry"],"yoast_head":"\nTehisintellekti meetodid ja vahendid - 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\/tehisintellekti-meetodid-ja-vahendid\/\" \/>\n<meta property=\"og:locale\" content=\"et_EE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tehisintellekti meetodid ja vahendid - TSAAI\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.tsaai.eu\/et\/tehisintellekti-meetodid-ja-vahendid\/\" \/>\n<meta property=\"og:site_name\" content=\"TSAAI\" \/>\n<meta property=\"article:modified_time\" content=\"2023-08-14T14:27:56+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=\"16 minutit\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.tsaai.eu\/et\/tehisintellekti-meetodid-ja-vahendid\/\",\"url\":\"https:\/\/www.tsaai.eu\/et\/tehisintellekti-meetodid-ja-vahendid\/\",\"name\":\"Tehisintellekti meetodid ja vahendid - 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