Ensemble Method: Stacking (Stacked Generalization)

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  • Опубліковано 2 січ 2025

КОМЕНТАРІ • 16

  • @MrTuck12345
    @MrTuck12345 6 місяців тому

    Great video! What if the predictors in each model are different but obviously the outcome is the same?

  • @merlinatahualpa7875
    @merlinatahualpa7875 3 роки тому +1

    Excelent video! I'm doing a specialization in big data and it helped me a lot!!
    Thanks so much Spencer!

  • @tanguym8312
    @tanguym8312 2 роки тому

    Thank you for your video! I have an assignment having the form of a kaggle regression competition and I did not find a lot on stacking (ON R!) so you really save me!

  • @mbahsamuel3506
    @mbahsamuel3506 Рік тому +1

    how can we ensemble different embeddings of the same dimension and use them?

  • @dorothymartin2477
    @dorothymartin2477 Рік тому +1

    hello sir, i found this video is helpful but can you show how to plot the AUC-ROC of the stacked model? i got a triangle shape of roc graph with AUC 88.9%. not sure if it right

    • @SpencerPaoHere
      @SpencerPaoHere  Рік тому +2

      you definitely do not want a triangle shaped ROC graph -- for the plotting purposes, you just get the same true and predicted values from your stacked model.

    • @dorothymartin2477
      @dorothymartin2477 Рік тому

      @@SpencerPaoHere thank you 😊

  • @jerryluckbalut9090
    @jerryluckbalut9090 2 роки тому +1

    can i get a copy of your data set?

    • @SpencerPaoHere
      @SpencerPaoHere  2 роки тому +2

      The abalone data set? You can check it out here: archive.ics.uci.edu/ml/datasets/Abalone

  • @manterou
    @manterou 3 роки тому +1

    Can i use RandomForestClassifier as the meta model for the final estimator?

  • @zedshadow6684
    @zedshadow6684 3 роки тому

    For a better general understanding, I suggest you swap to python General Pao

    • @SpencerPaoHere
      @SpencerPaoHere  3 роки тому

      😂😂😂 "General Pao" haha
      It is quite tricky to determine what language to use when implementing a given concept; I totally get it. Though, the concept is still the same!

  • @uuuuuuuuuuuuuuuuuuuuuuuu-hz3jn
    @uuuuuuuuuuuuuuuuuuuuuuuu-hz3jn 9 місяців тому

    indian guy 'unfold data science' explained it better i think