Die Quellcodes sind auch bei GitHub verfügbar.
Gesamt
DST1.rar | für Anaconda 2024-06 optimierte Version: DST1_2024-06.rar bzw. DST1_2024-06.zip
Kapitel
00_DST_Module.rar
01_Fach_und_Geschäftsverständnis.rar
02_Datenverständnis.rar
03_Standard-Prozessmodell.rar
04_Modellbildung_mit_k-Nearest-Neighbor.rar
05_Datenvorbereitung.rar
06_Auswertung_und_Einsatz_der_Ergebnisse.rar
07_Naive_Bayes.rar
08_Entscheidungsbäume.rar
09_Neuronale_Netze.rar
10_Lineare_Klassifizierer.rar
11_Ensemble_Learning.rar
12_Vorbereitung_der_Regressionsanalyse.rar
13_Lineare_und_polynomiale_Regression.rar
14_Bekannte_Methoden.rar
15_Mehrklassen-Klassifikation.rar
16_Ungleiche_Verteilungen.rar
17_Konsolidierung.rar
18_Feature_Selection.rar
19_Hyperparameteroptimierung.rar
20_Präzision.rar
21_Freestyle.rar
22_Modell_6.rar
Python-Bibliotheken
Nach dem Herunterladen die Endung .pyf in .py umbenennen!
dst_correlation_functions.pyf
dst_score_functions.pyf
dst_score_functions_multiclass.pyf
dst_score_functions_regression.pyf
Jupyter Notebooks
Titanic_011_Erste_Schritte.ipynb
Titanic_012_Weitere_Funktionen_zur_Datenverarbeitung.ipynb
Titanic_013_Erste_Analysen_und_Visualsierungen.ipynb
Titanic_021_Phase_2_Statistische_Analyse.ipynb
Titanic_022_Phase_2_Verteilungen.ipynb
Titanic_023_Phase_2_Ausreißeranalyse.ipynb
Titanic_024_Phase_2_Korrelationsanalyse.ipynb
Titanic_025_Phase_2_Streudiagramme.ipynb
Titanic_026_Phase_2_Boxplots.ipynb
Titanic_027_Phase_2_Histogramme.ipynb
Titanic_028_Phase_2_Seaborn_(a)_Scatterplots.ipynb
Titanic_028_Phase_2_Seaborn_(b)_Swarm_Strip_Sex_Age.ipynb
Titanic_028_Phase_2_Seaborn_(c)_Hist_Age_Missing.ipynb
Titanic_028_Phase_2_Seaborn_(d)_Hist_Fare.ipynb
Titanic_028_Phase_2_Seaborn_(e)_Barcharts.ipynb
Titanic_029_Phase_2_Sonstiges.ipynb
Titanic_031_Phase_3_Data_Preparation_v1.ipynb
Titanic_032_Phase_4_Modell_1.ipynb
Titanic_033_Phase_4_Modell_2_Pclass.ipynb
Titanic_034_Phase_4_Modell_3_Sex.ipynb
Titanic_035_Phase_4_Modell_4_Age.ipynb
Titanic_036_Phase_4_Modell_5_Sex_Age.ipynb
Titanic_037_Phase_5_Evaluation.ipynb
Titanic_038_Phase_6_Deployment.ipynb
Titanic_041_Phase_2_Data_Understanding_Embarked.ipynb
Titanic_042_Phase_2_Data_Understanding_Fare.ipynb
Titanic_043_Phase_2_Data_Understanding_Age.ipynb
Titanic_043_Phase_2_Data_Understanding_Age_Seaborn.ipynb
Titanic_044_Phase_3_Data_Preparation_v2.ipynb
Titanic_045_Phase_4_Modeling_kNN.ipynb
Titanic_046_Phase_4_Modeling_kNN_Kreuzvalidierung.ipynb
Titanic_047_Phase_5_Evaluation_kNN.ipynb
Titanic_048_Phase_6_Deployment_kNN.ipynb
Titanic_051_Phase_3_Name.ipynb
Titanic_052_Phase_3_Age.ipynb
Titanic_053_Phase_3_SibSp_Parch.ipynb
Titanic_054_Phase_3_Fare.ipynb
Titanic_054_Phase_3_Fare_Seaborn_Hist.ipynb
Titanic_055_Phase_3_Cabin.ipynb
Titanic_056_Phase_3_Data_Preparation_v3.ipynb
Titanic_056_Phase_3_Data_Preparation_v3_Seaborn_Barcharts.ipynb
Titanic_057_Phase_3_Data_Preparation_v4.ipynb
Titanic_058_Phase_3_Data_Preparation_v5.ipynb
Titanic_058_Phase_3_Data_Preparation_v5_Seaborn_Barcharts.ipynb
Titanic_061_Phase_4_Modeling_kNN.ipynb
Titanic_062_Phase_4_Modeling_kNN_neue_Gütemaße.ipynb
Titanic_062_Phase_4_Modeling_kNN_neue_Gütemaße_Seaborn_ROC.ipynb
Titanic_063_Phase_5_Evaluation_kNN.ipynb
Titanic_064_Phase_6_Deployment_Preparation_v3.ipynb
Titanic_065_Phase_6_Deployment_Preparation_v4.ipynb
Titanic_066_Phase_6_Deployment_Preparation_v5.ipynb
Titanic_067_Phase_6_Deployment_kNN.ipynb
Titanic_071_Phase_4_Modeling_NB.ipynb
Titanic_072_Phase_5_Evaluation_NB.ipynb
Titanic_073_Phase_6_Deployment_NB.ipynb
Titanic_081_Phase_4_Modeling_DT.ipynb
Titanic_082_Phase_5_Evaluation_DT.ipynb
Titanic_083_Phase_4_Modeling_DT_Parameterstudie.ipynb
Titanic_083_Phase_4_Modeling_DT_Parameterstudie_Bild.ipynb
Titanic_084_Phase_5_Evaluation_DT_Parameterstudie.ipynb
Titanic_085_Phase_6_Deployment_DT.ipynb
Titanic_091_Phase_4_Modeling_MLP.ipynb
Titanic_092_Phase_5_Evaluation_MLP.ipynb
Titanic_093_Phase_4_Modeling_MLP_Parameterstudie.ipynb
Titanic_094_Phase_5_Evaluation_MLP_Parameterstudie.ipynb
Titanic_095_Phase_6_Deployment_MLP.ipynb
Titanic_101_Phase_4_Modeling_SVM.ipynb
Titanic_102_Phase_5_Evaluation_SVM.ipynb
Titanic_103_Phase_6_Deployment_SVM.ipynb
Titanic_104_Phase_4_Modeling_LR.ipynb
Titanic_105_Phase_5_Evaluation_LR.ipynb
Titanic_106_Phase_6_Deployment_LR.ipynb
Titanic_111_Phase_4_Modeling_RF.ipynb
Titanic_112_Phase_5_Evaluation_RF.ipynb
Titanic_113_Phase_6_Deployment_RF.ipynb
Titanic_114_Phase_4_Modeling_GB.ipynb
Titanic_115_Phase_5_Evaluation_GB.ipynb
Titanic_116_Phase_6_Deployment_GB.ipynb
Titanic_121_Age_Phase_2_Korrelationsanalyse.ipynb
Titanic_122_Age_Phase_3_Pclass.ipynb
Titanic_123_Age_Phase_3_Fare.ipynb
Titanic_124_Age_Phase_3_Title.ipynb
Titanic_125_Age_Phase_3_Firstname.ipynb
Titanic_126_Age_Phase_3_Data_Preparation_v1.ipynb
Titanic_131_Age_Phase_4_Modell_1_Mean.ipynb
Titanic_132_Age_Phase_4_Modell_2_Median.ipynb
Titanic_133_Age_Phase_4_Modell_3_Zufallszahlen.ipynb
Titanic_134_Age_Phase_4_Modell_4_Mean_Gruppierung.ipynb
Titanic_135_Age_Phase_4_Modell_5_Median_Gruppierung.ipynb
Titanic_136_Age_Phase_4_Lineare_Regression.ipynb
Titanic_137_Age_Phase_4_Polynomiale_Regression.ipynb
Titanic_138_Age_Phase_4_Ridge_Regression.ipynb
Titanic_139_Age_Phase_4_LASSO.ipynb
Titanic_141_Age_Phase_4_Modeling_RT.ipynb
Titanic_142_Age_Phase_4_Modeling_RFR.ipynb
Titanic_143_Age_Phase_4_Modeling_GBR.ipynb
Titanic_144_Age_Phase_4_Modeling_MLR.ipynb
Titanic_145_Age_Phase_5_Evaluation.ipynb
Titanic_146_Age_Phase_6_Deployment.ipynb
Titanic_149_Age_Phase_4_Modeling_SVR.ipynb
Titanic_151_AgeBinned_Phase_3_Binning_Idee.ipynb
Titanic_151_AgeBinned_Phase_3_Binning_Idee_Seaborn.ipynb
Titanic_152_AgeBinned_Phase_3_Data_Preparation_v2.ipynb
Titanic_153_AgeBinned_Phase_4_Modeling.ipynb
Titanic_154_AgeBinned_Phase_5_Evaluation.ipynb
Titanic_155_AgeBinned_Phase_6_Deployment.ipynb
Titanic_161_Child_Phase_3_Data_Preparation_v3.ipynb
Titanic_162_Child_Phase_3_ESS_Bootstrap_SMOTE.ipynb
Titanic_163_Child_Phase_4_Modeling_(a)_RF.ipynb
Titanic_163_Child_Phase_4_Modeling_(b)_GB.ipynb
Titanic_164_Child_Phase_5_Evaluation_(a)_RF.ipynb
Titanic_164_Child_Phase_5_Evaluation_(b)_GB.ipynb
Titanic_165_Child_Phase_6_Deployment.ipynb
Titanic_171_Phase_3_Data_Preparation_v6.ipynb
Titanic_172_Phase_3_Data_Preparation_v7.ipynb
Titanic_173_Phase_3_Data_Preparation_v8.ipynb
Titanic_174_Phase_4_Modeling_(a)_RF.ipynb
Titanic_174_Phase_4_Modeling_(b)_GB.ipynb
Titanic_175_Phase_5_Evaluation.ipynb
Titanic_176_Phase_6_Deployment.ipynb
Titanic_179_Seaborn_(a)_Hist_Age.ipynb
Titanic_179_Seaborn_(b)_Hist_AgeBinned.ipynb
Titanic_179_Seaborn_(c)_Hist_Child.ipynb
Titanic_181_Phase_4_Modeling_FS_NB.ipynb
Titanic_183_Phase_5_Evaluation_NB.ipynb
Titanic_184_Phase_6_Deployment_NB.ipynb
Titanic_185_Phase_3_Data_Preparation_v9.ipynb
Titanic_191_Phase_4_Modeling_GB.ipynb
Titanic_192_Phase_4_Modeling_GB_GridSearch.ipynb
Titanic_193_Phase_4_Modeling_GB_RandomizedSearch.ipynb
Titanic_194_Phase_4_Modeling_GB_HalvingGridSearch.ipynb
Titanic_195_Phase_4_Modeling_GB_HalvingRandomdSearch.ipynb
Titanic_196_Phase_5_Evaluation.ipynb
Titanic_197_Phase_6_Deployment.ipynb
Titanic_201_Phase_4_Modeling_GB_Schwelle.ipynb
Titanic_202_Phase_5_Evaluation_GB_Schwelle.ipynb
Titanic_203_Phase_6_Deployment_GB_Schwelle.ipynb
Titanic_211_Phase_3_Data_Preparation_v10.ipynb
Titanic_212_Phase_4_Modeling_MLP.ipynb
Titanic_213_Phase_4_Modeling_MLP_HalvingRandomSearch.ipynb
Titanic_214_Phase_5_Evaluation_MLP_HRS.ipynb
Titanic_215_Phase_4_Modeling_MLP_GridSearch.ipynb
Titanic_216_Phase_5_Evaluation_MLP_GS.ipynb
Titanic_217_Phase_4_Modeling_MLP_GS_Schwelle.ipynb
Titanic_218_Phase_5_Evaluation_MLP_GS_Schwelle.ipynb
Titanic_219_Phase_6_Deployment_MLP_GS_Schwelle.ipynb
Titanic_221_Phase_4_Modeling_Modell_6.ipynb
Titanic_222_Phase_5_Evaluation_Modell_6.ipynb
Titanic_223_Phase_6_Deployment_Modell_6.ipynb