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Dabei wird wie folgt vorgegangen: Der Datensatz wird in mehrere Teile aufgeteilt. Das Modell wird an einigen Teilen trainiert und an den übrigen Teilen getestet. Dieser Resampling-Prozess wird mehrfach wiederholt, wobei jeweils unterschiedliche Teile des Datensatzes ausgewählt werden. Die Ergebnisse jedes Validierungsschritts werden gemittelt, um die endgültige Leistung zu ermitteln. ![Cross Validation](bilder/cross_validation.png)| - ## Explorative Datenanalyse +|Begriff|Beschreibung| +|---|---| +|Explorative Datenanalyse|Explorative Datenanalyse (EDA) bezeichnet den Prozess, bei dem Daten untersucht, visualisiert und beschrieben werden, um erste Einsichten zu gewinnen, Zusammenhänge zu erkennen und Hypothesen zu formulieren — noch bevor Modellierung oder Hypothesentestsstattfinden.| +|Mittlere quadratische Abweichung (RMSE)|

  • *m* ist die Anzahl Datenpunkte im Datensatz
  • *h* ist die Vorhersagefunktion des Systems
  • *X* ist die Matrix mit den Werten sämtlicher Merkmale
  • *x(i)* Vektor der Werte aller Merkmale
  • *y(i)* Label (gewünschter Ausgabewert)
![RMSE](bilder/rmse.png)| +|Mittlerer absoluter Fehler (MAE)|
  • *m* ist die Anzahl Datenpunkte im Datensatz
  • *h* ist die Vorhersagefunktion des Systems
  • *X* ist die Matrix mit den Werten sämtlicher Merkmale
  • *x(i)* Vektor der Werte aller Merkmale
  • *y(i)* Label (gewünschter Ausgabewert)
![MAE](bilder/mae.png)| ## Lineare Regression ## Klassifikation ## Unsupervised Learning Clustering \ No newline at end of file