Die Workflows stehen auch im KNIME Community Hub zur Verfügung.
Gesamt
Kapitel
01_Fach-_und_Geschäftsverständnis.knar
02_Datenverständnis.knar
03_Standard-Prozessmodell.knar
04_Modellierung_mit_k-Nearest_Neighbor.knar
05_Datenvorbereitung.knar
06_Auswertung_und_Einsatz_der_Ergebnisse.knar
07_Naive_Bayes.knar
08_Entscheidungsbäume.knar
09_Neuronale_Netze.knar
10_Lineare_Klassifizierer.knar
11_Ensemble_Learning.knar
12_Vorbereitung_der_Regressionsanalyse.knar
13_Lineare_und_polynomiale_Regression.knar
14_Bekannte_Methoden.knar
15_Mehrklassen-Klassifikation.knar
16_Ungleiche_Verteilungen.knar
17_Konsolidierung.knar
18_Feature_Selection.knar
19_Hyperparameteroptimierung.knar
20_Präzision.knar
21_Freestyle.knar
22_Modell_6.knar
Workflows
Titanic_011_Erste_Schritte.knwf
Titanic_012_Gelbe_Knoten.knwf
Titanic_013_Blaue_und_braune_Knoten.knwf
Titanic_021_Phase_2_Statistische_Analyse.knwf
Titanic_022_Phase_2_Verteilungen.knwf
Titanic_023_Phase_2_Ausreißeranalyse.knwf
Titanic_024_Phase_2_Korrelationsanalyse.knwf
Titanic_025_Phase_2_Streudiagramme.knwf
Titanic_026_Phase_2_Boxplots.knwf
Titanic_027_Phase_2_Histogramme.knwf
Titanic_029_Phase_2_Sonstiges.knwf
Titanic_031_Phase_3_Data_Preparation_v1.knwf
Titanic_032_Phase_4_Modell_1.knwf
Titanic_033_Phase_4_Modell_2_Pclass.knwf
Titanic_034_Phase_4_Modell_3_Sex.knwf
Titanic_035_Phase_4_Modell_4_Age.knwf
Titanic_036_Phase_4_Modell_5_Sex_Age.knwf
Titanic_037_Phase_5_Evaluation.knwf
Titanic_038_Phase_6_Deployment.knwf
Titanic_041_Phase_2_Data_Understanding_Embarked.knwf
Titanic_042_Phase_2_Data_Understanding_Fare.knwf
Titanic_043_Phase_2_Data_Understanding_Age.knwf
Titanic_044_Phase_3_Data_Preparation_v2.knwf
Titanic_045_Phase_4_Modeling_kNN.knwf
Titanic_046_Phase_4_Modeling_kNN_Kreuzvalidierung.knwf
Titanic_047_Phase_5_Evaluation_kNN.knwf
Titanic_048_Phase_6_Deployment_kNN.knwf
Titanic_051_Phase_3_Name.knwf
Titanic_052_Phase_3_Age.knwf
Titanic_053_Phase_3_SibSp_Parch.knwf
Titanic_054_Phase_3_Fare.knwf
Titanic_055_Phase_3_Cabin.knwf
Titanic_056_Phase_3_Data_Preparation_v3.knwf
Titanic_057_Phase_3_Data_Preparation_v4.knwf
Titanic_058_Phase_3_Data_Preparation_v5.knwf
Titanic_061_Phase_4_Modeling_kNN.knwf
Titanic_062_Phase_4_Modeling_kNN_neue_Gütemaße.knwf
Titanic_063_Phase_5_Evaluation_kNN.knwf
Titanic_064_Phase_6_Deployment_Preparation_v3.knwf
Titanic_065_Phase_6_Deployment_Preparation_v4.knwf
Titanic_066_Phase_6_Deployment_Preparation_v5.knwf
Titanic_067_Phase_6_Deployment_kNN.knwf
Titanic_071_Phase_4_Modeling_NB.knwf
Titanic_072_Phase_5_Evaluation_NB.knwf
Titanic_073_Phase_6_Deployment_NB.knwf
Titanic_081_Phase_4_Modeling_DT.knwf
Titanic_082_Phase_5_Evaluation_DT.knwf
Titanic_083_Phase_4_Modeling_DT_Parameterstudie.knwf
Titanic_084_Phase_5_Evaluation_DT_Parameterstudie.knwf
Titanic_085_Phase_6_Deployment_DT.knwf
Titanic_091_Phase_4_Modeling_MLP.knwf
Titanic_092_Phase_5_Evaluation_MLP.knwf
Titanic_093_Phase_4_Modeling_MLP_Parameterstudie.knwf
Titanic_094_Phase_5_Evaluation_MLP_Parameterstudie.knwf
Titanic_095_Phase_6_Deployment_MLP.knwf
Titanic_101_Phase_4_Modeling_SVM.knwf
Titanic_102_Phase_5_Evaluation_SVM.knwf
Titanic_103_Phase_6_Deployment_SVM.knwf
Titanic_104_Phase_4_Modeling_LR.knwf
Titanic_105_Phase_5_Evaluation_LR.knwf
Titanic_106_Phase_6_Deployment_LR.knwf
Titanic_111_Phase_4_Modeling_RF.knwf
Titanic_112_Phase_5_Evaluation_RF.knwf
Titanic_113_Phase_6_Deployment_RF.knwf
Titanic_114_Phase_4_Modeling_GBT.knwf
Titanic_115_Phase_5_Evaluation_GBT.knwf
Titanic_116_Phase_6_Deployment_GBT.knwf
Titanic_121_Age_Phase_2_Korrelationsanalyse.knwf
Titanic_122_Age_Phase_3_Pclass.knwf
Titanic_123_Age_Phase_3_Fare.knwf
Titanic_124_Age_Phase_3_Title.knwf
Titanic_125_Age_Phase_3_Firstname.knwf
Titanic_126_Age_Phase_3_Data_Preparation_v1.knwf
Titanic_129_Age_Phase_3_Sonstiges.knwf
Titanic_131_Age_Phase_4_Modell_1_Mean.knwf
Titanic_132_Age_Phase_4_Modell_2_Median.knwf
Titanic_133_Age_Phase_4_Modell_3_Zufallszahlen.knwf
Titanic_134_Age_Phase_4_Modell_4_Mean_Gruppierung.knwf
Titanic_135_Age_Phase_4_Modell_5_Median_Gruppierung.knwf
Titanic_136_Age_Phase_4_Lineare_Regression.knwf
Titanic_137_Age_Phase_4_Polynomiale_Regression.knwf
Titanic_141_Age_Phase_4_Modeling_RT.knwf
Titanic_142_Age_Phase_4_Modeling_RF.knwf
Titanic_143_Age_Phase_4_Modeling_GBT.knwf
Titanic_144_Age_Phase_4_Modeling_MLP.knwf
Titanic_145_Age_Phase_5_Evaluation.knwf
Titanic_146_Age_Phase_6_Deployment.knwf
Titanic_151_AgeBinned_Phase_3_Binning_Idee.knwf
Titanic_152_AgeBinned_Phase_3_Data_Preparation_v2.knwf
Titanic_153_AgeBinned_Phase_4_Modeling_(a)_kNN.knwf
Titanic_153_AgeBinned_Phase_4_Modeling_(b)_NB.knwf
Titanic_153_AgeBinned_Phase_4_Modeling_(c)_DT.knwf
Titanic_153_AgeBinned_Phase_4_Modeling_(d)_MLP.knwf
Titanic_153_AgeBinned_Phase_4_Modeling_(e)_SVM.knwf
Titanic_153_AgeBinned_Phase_4_Modeling_(f)_LR.knwf
Titanic_153_AgeBinned_Phase_4_Modeling_(g)_RF.knwf
Titanic_153_AgeBinned_Phase_4_Modeling_(h)_GBT.knwf
Titanic_154_AgeBinned_Phase_5_Evaluation.knwf
Titanic_155_AgeBinned_Phase_6_Deployment.knwf
Titanic_161_Child_Phase_3_Data_Preparation_v3.knwf
Titanic_162_Child_Phase_3_ESS_Bootstrap_SMOTE.knwf
Titanic_163_Child_Phase_4_Modeling_RF.knwf
Titanic_164_Child_Phase_5_Evaluation_RF.knwf
Titanic_165_Child_Phase_6_Deployment_RF.knwf
Titanic_169_Child_Sonstiges.knwf
Titanic_171_Phase_3_Data_Preparation_v6.knwf
Titanic_172_Phase_3_Data_Preparation_v7.knwf
Titanic_173_Phase_3_Data_Preparation_v8.knwf
Titanic_174_Phase_4_Modeling.knwf
Titanic_175_Phase_5_Evaluation.knwf
Titanic_176_Phase_6_Deployment.knwf
Titanic_181_Phase_4_Modeling_FS_NB_v7.knwf
Titanic_182_Phase_4_Modeling_FS_NB_v8.knwf
Titanic_183_Phase_5_Evaluation_NB.knwf
Titanic_184_Phase_6_Deployment_NB.knwf
Titanic_185_Phase_3_Data_Preparation_v9.knwf
Titanic_191_Phase_4_Modeling_TE.knwf
Titanic_192_Phase_4_Modeling_TE_Brute-Force.knwf
Titanic_193_Phase_4_Modeling_TE_Random.knwf
Titanic_194_Phase_4_Modeling_TE_Hillcliming.knwf
Titanic_195_Phase_4_Modeling_TE_Bayesian.knwf
Titanic_196_Phase_5_Evaluation_TE.knwf
Titanic_197_Phase_6_Deployment_TE.knwf
Titanic_201_Phase_4_Modeling_TE_Schwelle.knwf
Titanic_202_Phase_5_Evaluation_TE_Schwelle.knwf
Titanic_203_Phase_6_Deployment_TE_Schwelle.knwf
Titanic_211_Phase_3_Data_Preparation_v10.knwf
Titanic_212_Phase_4_Modeling_TE_HPO.knwf
Titanic_213_Phase_5_Evaluation_TE.knwf
Titanic_214_Phase_4_Modeling_TE_Schwelle.knwf
Titanic_215_Phase_5_Evaluation_TE_Schwelle.knwf
Titanic_216_Phase_6_Deployment_TE_Schwelle.knwf
Titanic_221_Phase_4_Modeling_Modell_6.knwf
Titanic_222_Phase_5_Evaluation_Modell_6.knwf
Titanic_223_Phase_6_Deployment_Modell_6.knwf