Name	Name	Last commit message	Last commit date
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Chapter6/Data	Chapter6/Data
chapter2	chapter2
chapter3	chapter3
chapter4	chapter4
chapter5	chapter5
.gitattributes	.gitattributes
.gitignore	.gitignore
100_Latent_Semantic_Analysis.py	100_Latent_Semantic_Analysis.py
101_Latent_DirichletAllocation_LDA.py	101_Latent_DirichletAllocation_LDA.py
102_Text_Classification.py	102_Text_Classification.py
103_Text_Classification_NB.py	103_Text_Classification_NB.py
104_Sentiment-Analysis.py	104_Sentiment-Analysis.py
105_Deep_Natural_Language_Processing.py	105_Deep_Natural_Language_Processing.py
106_Word2Vec.py	106_Word2Vec.py
107_Recommender_System.py	107_Recommender_System.py
109_Preceptron_Single_Artifical_Neuron.py	109_Preceptron_Single_Artifical_Neuron.py
10_sets.py	10_sets.py
110_Multilayer_Perceptron.py	110_Multilayer_Perceptron.py
111_MLP_for_Sklearn.py	111_MLP_for_Sklearn.py
114_MLP_for_Sklearn_Dibetes.py	114_MLP_for_Sklearn_Dibetes.py
115_MLP_for_Sklearn_Breast_cancer.py	115_MLP_for_Sklearn_Breast_cancer.py
116_RBM.py	116_RBM.py
117_MLP_Keras.py	117_MLP_Keras.py
118_MLP_Keras.py	118_MLP_Keras.py
119_MLP_Pandas.py	119_MLP_Pandas.py
11_set_operations.py	11_set_operations.py
120_AutoEncoders.py	120_AutoEncoders.py
120_DeNoise_Image_Using_AutoEncoders.py	120_DeNoise_Image_Using_AutoEncoders.py
12_sets_basci_opewrations.py	12_sets_basci_opewrations.py
13_Dictionary.py	13_Dictionary.py
14_ExceptionHandeling.py	14_ExceptionHandeling.py
15_Array_Numpy.py	15_Array_Numpy.py
16_array_dataType.py	16_array_dataType.py
17_array_indexing.py	17_array_indexing.py
18_Creating_pandas_series.py	18_Creating_pandas_series.py
19_BasicStaticSummary.py	19_BasicStaticSummary.py
1_IdentityOperators.py	1_IdentityOperators.py
20_Merge_Join.py	20_Merge_Join.py
21_Join_LikeSql.py	21_Join_LikeSql.py
22_Grouping.py	22_Grouping.py
23_Matplotlib.py	23_Matplotlib.py
24_MATLOB_Histogram.py	24_MATLOB_Histogram.py
25_Customize_labels.py	25_Customize_labels.py
26_Ch3_Handling_Categorical_Data.py	26_Ch3_Handling_Categorical_Data.py
27_Converting_categorical_variable_to_numerics.py	27_Converting_categorical_variable_to_numerics.py
28_Normalization_and_scaling.py	28_Normalization_and_scaling.py
29_Univariate analysis.py	29_Univariate analysis.py
2_Example If Statement.py	2_Example If Statement.py
30_Multivariate_Analysis.py	30_Multivariate_Analysis.py
31_Correlation_Matrix.py	31_Correlation_Matrix.py
32_Student_score_vd_Hours_studied.py	32_Student_score_vd_Hours_studied.py
34_Fitting Slope_Linear_regression.py	34_Fitting Slope_Linear_regression.py
35_RMSE_Linear_regression_model_accuracy_matrices.py	35_RMSE_Linear_regression_model_accuracy_matrices.py
36_Polynomial_regression.py	36_Polynomial_regression.py
36_R_sequres_different_Polynomial_regression.py	36_R_sequres_different_Polynomial_regression.py
37_polynomial_features.py	37_polynomial_features.py
38_VIF_145_MultivariateRegression.py	38_VIF_145_MultivariateRegression.py
39_Remove_multicollinearity.py	39_Remove_multicollinearity.py
3_if_else.py	3_if_else.py
40_VIF_multivariate_linear _egression model.py	40_VIF_multivariate_linear _egression model.py
41Over_fitting__Regularization_Remove_multicollinearity.py	41Over_fitting__Regularization_Remove_multicollinearity.py
42_Linear_Fitting_Classfication_Moidel_perpfomace_Non_linearRegression.py	42_Linear_Fitting_Classfication_Moidel_perpfomace_Non_linearRegression.py
43_Logistic_Regression.py	43_Logistic_Regression.py
44_Logistic _egression_using_scikit-learn.py	44_Logistic _egression_using_scikit-learn.py
45_Confusion_matrix_classifaction_model_perfomance.py	45_Confusion_matrix_classifaction_model_perfomance.py
46_Roc_Curve_visualize_binary_classifier.py	46_Roc_Curve_visualize_binary_classifier.py
47_fitting_line_Logistic_Regression_Controling_complexity.py	47_fitting_line_Logistic_Regression_Controling_complexity.py
48_Regularization_Logistic_regression_Under-fitting_right-fitting_over-fitting.py	48_Regularization_Logistic_regression_Under-fitting_right-fitting_over-fitting.py
49_Multiclass_Logistic_Regression.py	49_Multiclass_Logistic_Regression.py
4_nested_if.py	4_nested_if.py
50_Generalized_linear_model.py	50_Generalized_linear_model.py
51.py	51.py
51_Decision Trees.py	51_Decision Trees.py
52_SVM_model.py	52_SVM_model.py
53_SVM_plotting_decision boundaries.py	53_SVM_plotting_decision boundaries.py
54_KNN_K_Nearest_Neighbors.py	54_KNN_K_Nearest_Neighbors.py
54_KNN_K_Nearest_Neighbors_for_Plot_Decision_bounderies.py	54_KNN_K_Nearest_Neighbors_for_Plot_Decision_bounderies.py
55_Decompose_Time_Series.py	55_Decompose_Time_Series.py
56_Time_Series_Remove_Stiationary.py	56_Time_Series_Remove_Stiationary.py
57_Time_Series_autoCorelattion.py	57_Time_Series_autoCorelattion.py
58_Time_Series_Build_ARIMA_model_and_evalute.py	58_Time_Series_Build_ARIMA_model_and_evalute.py
59_Time_Series_Build_ARIMA_model_and_evalute.py	59_Time_Series_Build_ARIMA_model_and_evalute.py
5_for_+loop.py	5_for_+loop.py
60_Time_Series_Predict-Features_values.py	60_Time_Series_Predict-Features_values.py
61_chapter_4.py	61_chapter_4.py
62_Optimal_Probability_Cuttoff_Point.py	62_Optimal_Probability_Cuttoff_Point.py
63_Optimal_Probability_Find_Cuttoff_Point.py	63_Optimal_Probability_Find_Cuttoff_Point.py
64_ImblancedDataset.py	64_ImblancedDataset.py
65_ResamplinTechinque.py	65_ResamplinTechinque.py
66_K_Fold_Cross_Validation.py	66_K_Fold_Cross_Validation.py
67_Stratified_K_Fold_Cross_Validation.py	67_Stratified_K_Fold_Cross_Validation.py
68_Bagging.py	68_Bagging.py
69_RandomForest.py	69_RandomForest.py
6_WhileLoop.py	6_WhileLoop.py
70_Extremely_Randomized_Trees.py	70_Extremely_Randomized_Trees.py
71_67+68+69_Extremely_Randomized_Trees.py	71_67+68+69_Extremely_Randomized_Trees.py
72_AdaBoost.py	72_AdaBoost.py
72_GradientBoosting.py	72_GradientBoosting.py
73_GradientBoostingClassfier.py	73_GradientBoostingClassfier.py
74_XGBOOST.py	74_XGBOOST.py

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