{"product_id":"selle-stefan-data-science-training-supervised-learning-9783662679593","title":"Data Science Training - Supervised Learning","description":"Einführung, Datenschutz vs. Datensicherheit, Informationsethik.- Datenanalyseprozess CRISP-DM, Data Understanding, Data Preparation, Modeling, Evaluation und Deployment.- Datenqualität, Explorative Datenanalyse (EDA), Feature Engineering.- Naive Bayes und Entscheidungsbaum, Gütekriterien I, Overfitting, Kreuzvalidierung.- Bias vs. Varianz, Ensemble Learning (Random Forest, Gradient Boosted Trees).- Datentransformation und Normalisierung, Künstliche Neuronale Netzwerke.- Verteilungen und synthetische Daten, Hyperparameteroptimierung.- Regression vs. Korrelation, Interpolation vs. Extrapolation, Methode der kleinsten Quadrate.- Lineare und polynomiale (multiple) Regression, Gütekriterien II.- Regularisierung, LASSO, Ridge Regression, Elastic Net.- Logistische Regression, Regression vs. Klassifikation.- Ausblick.","brand":"Springer","offers":[{"title":"Default Title","offer_id":53748312211798,"sku":null,"price":0.0,"currency_code":"EUR","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0925\/5829\/5382\/files\/product_image_9783662679593_1.jpg?v=1791077539","url":"https:\/\/www.momoxbooks.com\/de\/products\/selle-stefan-data-science-training-supervised-learning-9783662679593","provider":"momox","version":"1.0","type":"link"}