{"id":3647,"date":"2023-03-02T19:13:39","date_gmt":"2023-03-02T19:13:39","guid":{"rendered":"https:\/\/www.tsaai.eu\/metode-i-alati-u-ai\/"},"modified":"2023-06-28T16:36:23","modified_gmt":"2023-06-28T16:36:23","slug":"metode-i-alati-u-ai","status":"publish","type":"page","link":"https:\/\/www.tsaai.eu\/hr\/metode-i-alati-u-ai\/","title":{"rendered":"Metode i alati u AI"},"content":{"rendered":"

Metode i alati u AI<\/h2><\/div>

<\/i><\/i><\/span>Uvod i pregled<\/span><\/a><\/h4><\/div>
<\/div><\/div><\/div>

<\/i><\/i><\/span>Ekspertni i inteligentni sustavi<\/span><\/a><\/h4><\/div>
\n
    \n
  1. Definicija ekspertnog sustava<\/li>\n
  2. Komponente ekspertnih sustava<\/li>\n
  3. Primjeri ekspertnih sustava<\/li>\n<\/ol>\n<\/div><\/div><\/div>

    <\/i><\/i><\/span>Strojno u\u010denje<\/span><\/a><\/h4><\/div>
    \n
      \n
    1. U\u010denje iz primjera<\/li>\n
    2. Tipovi u\u010denja\n
        \n
      1. U\u010denje pod nadzorom<\/li>\n
      2. U\u010denje bez nadzora<\/li>\n
      3. Oja\u010dano u\u010denje<\/li>\n<\/ol>\n<\/li>\n
      4. Prakti\u010dni alati za UI\/ML\n
          \n
        1. Programsko okru\u017eenje<\/li>\n
        2. Grafi\u010dki alati, KNIME<\/li>\n<\/ol>\n<\/li>\n
        3. Regresija\n
            \n
          1. Univarijatna regresija<\/li>\n
          2. Multivarijatna regresija<\/li>\n
          3. Kakvo\u0107a regresijskih modela<\/li>\n<\/ol>\n<\/li>\n
          4. Klasifikacija\n
              \n
            1. Logisti\u010dka regresija<\/li>\n
            2. Stabla odluke<\/li>\n
            3. Kakvo\u0107a klasifikatora<\/li>\n<\/ol>\n<\/li>\n
            4. Pristranost i varijanca<\/li>\n
            5. Ekstrakcija zna\u010dajki<\/li>\n
            6. Zajednica modela\n
                \n
              1. Nasumi\u010dna \u0161uma<\/li>\n
              2. Regresijska stabla<\/li>\n
              3. Ja\u010dana stabla<\/li>\n
              4. Pode\u0161avanje hiperparametara u ML-u<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<\/div><\/div><\/div>

                <\/i><\/i><\/span>Duboko u\u010denje<\/span><\/a><\/h4><\/div>
                \n
                  \n
                1. Neuronske mre\u017ee\n
                    \n
                  1. Neuroni u biologiji<\/li>\n
                  2. Perceptron<\/li>\n
                  3. \u0160irenje unatrag i gradijentni spust<\/li>\n
                  4. Konvolucijske neuronske mre\u017ee (CNN)<\/li>\n
                  5. Povratne neuronske mre\u017ee (RNN)<\/li>\n<\/ol>\n<\/li>\n
                  6. Duboko u\u010denje: primjeri i slu\u010dajevi upotrebe<\/li>\n
                  7. Prakti\u010dni aspekti dubokog u\u010denja\n
                      \n
                    1. Okru\u017eenja<\/li>\n
                    2. Ozna\u010davanje i pove\u0107avanje podataka<\/li>\n
                    3. Standardni modeli i u\u010denje prijenosom znanja<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<\/div><\/div><\/div>

                      <\/i><\/i><\/span>Obrada prirodnog jezika (NLP)<\/span><\/a><\/h4><\/div>
                      \n
                        \n
                      1. Primjeri NLP zada\u0107a<\/li>\n
                      2. Pripremna obrada teksta\n<\/li>\n
                      3. Latentni prostor zna\u010dajki<\/li>\n
                      4. Transformatori<\/li>\n
                      5. Veliki jezikovni modeli<\/li>\n<\/ol>\n<\/div><\/div><\/div>

                        <\/i><\/i><\/span>Alati za UI i ML <\/span><\/a><\/h4><\/div>
                        \n
                          \n
                        1. Programska okru\u017eenja za UI\/ML\n
                            \n
                          1. Jupyter Notebooks + Python, Anaconda<\/li>\n
                          2. Okru\u017eenja: Scikit-Learn, Tensorflow, PyTorch, Keras etc.<\/li>\n<\/ol>\n<\/li>\n
                          3. UI\/ML bez koda\n
                              \n
                            1. Analiti\u010dka platforma KNIME<\/li>\n
                            2. Ostalo<\/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>

                              Uvod u UI<\/a><\/h4>\n<\/div><\/div><\/div><\/div><\/div><\/div>
                              <\/div><\/div>

                              Primijenjena metodologija UI<\/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-3647","page","type-page","status-publish","hentry"],"yoast_head":"\nMetode i alati u AI - 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\/hr\/metode-i-alati-u-ai\/\" \/>\n<meta property=\"og:locale\" content=\"hr_HR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Metode i alati u AI - TSAAI\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.tsaai.eu\/hr\/metode-i-alati-u-ai\/\" \/>\n<meta property=\"og:site_name\" content=\"TSAAI\" \/>\n<meta property=\"article:modified_time\" content=\"2023-06-28T16:36:23+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Procijenjeno vrijeme \u010ditanja\" \/>\n\t<meta name=\"twitter:data1\" content=\"17 minuta\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.tsaai.eu\/hr\/metode-i-alati-u-ai\/\",\"url\":\"https:\/\/www.tsaai.eu\/hr\/metode-i-alati-u-ai\/\",\"name\":\"Metode i alati u AI - 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