{"id":3596,"date":"2023-03-02T19:13:39","date_gmt":"2023-03-02T19:13:39","guid":{"rendered":"https:\/\/www.tsaai.eu\/ki-methoden-und-werkzeuge\/"},"modified":"2023-06-28T09:09:50","modified_gmt":"2023-06-28T09:09:50","slug":"ki-methoden-und-werkzeuge","status":"publish","type":"page","link":"https:\/\/www.tsaai.eu\/de\/ki-methoden-und-werkzeuge\/","title":{"rendered":"KI Methoden und Werkzeuge"},"content":{"rendered":"

KI Methoden und Werkzeuge<\/h2><\/div>

<\/i><\/i><\/span>Einf\u00fchrung<\/span><\/a><\/h4><\/div>
<\/div><\/div><\/div>

<\/i><\/i><\/span>Expertensysteme und intelligente Systeme<\/span><\/a><\/h4><\/div>
\n
    \n
  1. Expertensysteme: Definition<\/li>\n
  2. Komponenten von Expertsystemen<\/li>\n
  3. Beispiele f\u00fcr Expertensysteme<\/li>\n<\/ol>\n<\/div><\/div><\/div>

    <\/i><\/i><\/span>Machinelles Lernen<\/span><\/a><\/h4><\/div>
    \n
      \n
    1. Lernen aus Beispielen<\/li>\n
    2. Arten des Lernens\n
        \n
      1. \u00dcberwachtes Lernen (Supervised Learning)<\/li>\n
      2. Nicht\u00fcberwachtes Lernen (Unsupervised Learning)<\/li>\n
      3. Verst\u00e4rkendes Lernen (Reinforcement Learning)<\/li>\n<\/ol>\n<\/li>\n
      4. Werkzeuge f\u00fcr KI \/ Maschinelles Lernen\n
          \n
        1. Programmierumgebung<\/li>\n
        2. Grafische Tools, KNIME<\/li>\n<\/ol>\n<\/li>\n
        3. Regression\n
            \n
          1. Univariate Regression<\/li>\n
          2. Multivariate Regression<\/li>\n
          3. Qualit\u00e4t von Regressionsmodellen<\/li>\n<\/ol>\n<\/li>\n
          4. Klassifikation\n
              \n
            1. Logistische Regression<\/li>\n
            2. Entscheidungsb\u00e4ume<\/li>\n
            3. Qualit\u00e4t von Klassifikatoren<\/li>\n<\/ol>\n<\/li>\n
            4. Bias und Varianz<\/li>\n
            5. Featureextraktion<\/li>\n
            6. Ensemble Learning\n
                \n
              1. Random Forest<\/li>\n
              2. Regression Trees<\/li>\n
              3. Boosted Trees<\/li>\n
              4. Hyperparameter-Tuning beim maschinellen Lernen<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<\/div><\/div><\/div>

                <\/i><\/i><\/span>Deep Learning<\/span><\/a><\/h4><\/div>
                \n
                  \n
                1. Neuronale Netze\n
                    \n
                  1. Neuronen in der Biologie<\/li>\n
                  2. Perceptron<\/li>\n
                  3. Backpropagation und Gradientenabstieg<\/li>\n
                  4. Convolutional Neural Networks (CNN)<\/li>\n
                  5. Recurrent Neural Networks (RNN)<\/li>\n<\/ol>\n<\/li>\n
                  6. Deep Learning: Beispiele und Use Cases<\/li>\n
                  7. Praktische Aspekte von Deep Learning\n
                      \n
                    1. Frameworks<\/li>\n
                    2. Labelling und Augmentation<\/li>\n
                    3. Standardmodelle und Transfer Learning<\/li>\n<\/ol>\n<\/li>\n<\/ol>\n<\/div><\/div><\/div>

                      <\/i><\/i><\/span>Natural Language Processing (NLP)<\/span><\/a><\/h4><\/div>
                      \n
                        \n
                      1. Beispiele f\u00fcr NLP Aufgaben<\/li>\n
                      2. Text Preprocessing\n<\/li>\n
                      3. Embeddings<\/li>\n
                      4. Transformers<\/li>\n
                      5. Large Language Models<\/li>\n<\/ol>\n<\/div><\/div><\/div>

                        <\/i><\/i><\/span>Werkzeuge f\u00fcr KI und ML <\/span><\/a><\/h4><\/div>
                        \n
                          \n
                        1. Programmierumgebungen f\u00fcr KI\/ML\n
                            \n
                          1. Jupyter Notebooks + Python, Anaconda<\/li>\n
                          2. Frameworks: Scikit-Learn, Tensorflow, PyTorch, Keras usw.<\/li>\n<\/ol>\n<\/li>\n
                          3. Codeless KI\/ML\n
                              \n
                            1. KNIME Analytics Plattform<\/li>\n
                            2. Weitere<\/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>

                              Einf\u00fchrung in KI<\/a><\/h4>\n<\/div><\/div><\/div><\/div><\/div><\/div>
                              <\/div><\/div>

                              Angewandte KI Methodology<\/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-3596","page","type-page","status-publish","hentry"],"yoast_head":"\nKI Methoden und Werkzeuge - 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\/de\/ki-methoden-und-werkzeuge\/\" \/>\n<meta property=\"og:locale\" content=\"de_DE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"KI Methoden und Werkzeuge - TSAAI\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.tsaai.eu\/de\/ki-methoden-und-werkzeuge\/\" \/>\n<meta property=\"og:site_name\" content=\"TSAAI\" \/>\n<meta property=\"article:modified_time\" content=\"2023-06-28T09:09:50+00:00\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Gesch\u00e4tzte Lesezeit\" \/>\n\t<meta name=\"twitter:data1\" content=\"16\u00a0Minuten\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.tsaai.eu\/de\/ki-methoden-und-werkzeuge\/\",\"url\":\"https:\/\/www.tsaai.eu\/de\/ki-methoden-und-werkzeuge\/\",\"name\":\"KI Methoden und Werkzeuge - 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