So The Data Science Workshop 2020 | BC0691BDCE39AC76C97655D83CC38059ACDC786F

So The Data Science Workshop 2020

Name	So A. The Data Science Workshop 2020	DOWNLOAD Copy Link
Total Size	558.8 MB
Total Files	1314
Hash	BC0691BDCE39AC76C97655D83CC38059ACDC786F

/Chapter17/
test.txt	0.0 KB
adult.csv	3.4 MB
bank-full.csv	4.6 MB
/Chapter03/.ipynb_checkpoints/
Exercise3-checkpoint.ipynb	0.1 KB
Exercise1-checkpoint.ipynb	0.1 KB
Activity-checkpoint.ipynb	0.1 KB
Exercise2-checkpoint.ipynb	0.1 KB
Exercise4-checkpoint.ipynb	0.1 KB
/Chapter01/
vcs.xml	0.2 KB
misc.xml	0.3 KB
modules.xml	0.3 KB
Data-Science-in-Python-the-Simple-Way.iml	0.7 KB
/Chapter01/Dataset/
csv_example.csv	0.2 KB
json_example.json	0.4 KB
overall_topten_2012-2013.tsv	0.6 KB
overall_topten_2012-2013.csv	0.6 KB
excel_example.xlsx	3.9 KB
overall_topten_2012-2013.xlsx	5.7 KB
tas_1991_2016_AUS_Activity.csv	10.9 KB
tas_1991_2016_AUS.csv	10.9 KB
dataset_44_spambase.csv	699.4 KB
AB_NYC_2019.csv	7.1 MB
/Data [Code Files]/
Pipfile	0.5 KB
LICENSE	1.1 KB
.gitignore	1.5 KB
README.md	2.8 KB
Pipfile.lock	85.5 KB
/Chapter03/Activity3.01/
Test3_01.py	0.6 KB
Activity3_01.ipynb	31.6 KB
/Chapter10/Exercise10.01/
Test10.01.py	0.7 KB
Exercise10_01.ipynb	70.1 KB
/Chapter10/Exercise10.04/
Test10.04.py	0.7 KB
Exercise10_04.ipynb	24.0 MB
/Chapter03/Exercise3.02/
Test3_02.py	0.7 KB
Exercise3.02.ipynb	34.6 KB
Exercise3_02.ipynb	34.6 KB
/Chapter03/Exercise3.01/
Test3_01.py	0.7 KB
Exercise3.01.ipynb	9.7 KB
Exercise3_01.ipynb	9.7 KB
/Chapter08/Exercise8.01/
Test8_01.py	0.8 KB
Exercise_8_1.ipynb	6.4 KB
/Chapter03/Exercise3.06/
Test3_06.py	0.8 KB
Exercise3.06.ipynb	16.9 KB
Exercise3_06.ipynb	16.9 KB
/Chapter14/Activity14.01/
Test_14_01.py	0.8 KB
Chapter_14_Activity_14_01_v1.ipynb	54.5 KB
/Chapter13/Activity13.01/
Test_13_01.py	0.8 KB
Activity_13_01_Comparison_of_all_methods_v2_0.ipynb	70.1 KB
/Chapter14/Exercise14.01/
Test_14_01.py	0.8 KB
Chapter_14_Exercise_14_01_v1.ipynb	139.6 KB
/Chapter15/Exercise15.07/
Test_15_07.py	0.8 KB
Exercise_15_07_Ensemble_learning_Stacking.ipynb	35.0 KB
/Chapter15/Exercise15.05/
Test_15_05.py	0.8 KB
Exercise_15_05_Ensemble_learning_Bagging_v1_0.ipynb	36.3 KB
Exercise_15_05_Ensemble_learning_Bagging.ipynb	37.5 KB
/Chapter15/Exercise15.06/
Test_15_06.py	0.8 KB
Exercise_15_06_Ensemble_learning_Boosting_v1_0.ipynb	33.3 KB
Exercise_15_06_Ensemble_learning_Boosting.ipynb	34.6 KB
/Chapter15/Exercise15.02/
Test_15_02.py	0.8 KB
Exercise_15_02_Ensemble_learning_Averaging_v1_0.ipynb	38.3 KB
Exercise_15_2_Ensemble_learning_Averaging.ipynb	39.5 KB
/Chapter15/Exercise15.04/
Test_15_04.py	0.8 KB
Exercise_15_04_Ensemble_learning_Max_Voting_v1_0.ipynb	38.1 KB
Exercise_15_04_Ensemble_learning_Max_Voting.ipynb	39.3 KB
/Chapter15/Activity15.01/
Test_15_01.py	0.8 KB
Activity_15_01_Benchmark_Model_using_Logistic_Regression_v1_0.ipynb	33.6 KB
Activity_15_1_Benchmark_Model_using_Logistic_Regression.ipynb	34.8 KB
/Chapter13/Exercise13.01/
Test_13_01.py	0.8 KB
Exercise_13_01_Benchmark_Logistic_Regression_Model_v1_0.ipynb	36.9 KB
/Chapter15/Activity15.02/
Test_15_02.py	0.8 KB
Activity_15_02_Comparison_of_ensemble_learning_techniques_v1_0.ipynb	41.1 KB
Activity_15_02_Comparison_of_ensemble_learning_techniques.ipynb	42.4 KB
/Chapter14/Exercise14.06/
Test_14_06.py	0.8 KB
Chapter_14_Exercise_14_06_Factor_Analysis_v1.ipynb	52.8 KB
/Chapter15/Exercise15.01/
Test_15_01.py	0.8 KB
Exercise_15_01_Ensemble_Learning_Cleaning_data_v1_0.ipynb	58.9 KB
Exercise_15_1_Ensemble_Learning_Cleaning_data.ipynb	60.1 KB
/Chapter13/Exercise13.03/
Test_13_03.py	0.8 KB
Exercise_13_03_Logistic_Regression_Model_with_SMOTE_v1_0.ipynb	33.8 KB
/Chapter13/Exercise13.04/
Test_13_04.py	0.8 KB
Exercise_13_04_Logistic_Regression_Model_with_MSMOTE_v1_0.ipynb	33.1 KB
/Chapter15/Exercise15.03/
Test_15_03.py	0.8 KB
Exercise_15_3_Ensemble_learning_Weighted_Averaging.ipynb	39.6 KB
Exercise_15_03_Ensemble_learning_Weighted_Averaging_v1_0.ipynb	41.5 KB
/Chapter14/Activity14.02/
Test_14_02_activity.py	0.8 KB
Activity14.02.ipynb	748.5 KB
/Chapter14/Exercise14.03/
Test_14_03.py	0.9 KB
Chapter_14_Exercise_14_03_Forward_Feature_Selection_v1.ipynb	53.1 KB
/Chapter14/Exercise14.02/
Test_14_02.py	0.9 KB
Chapter_14_Exercise_14_02_Backward_Feature_Elimination_v1.ipynb	732.4 KB
/Chapter14/Exercise14.04/
Test_14_04.py	0.9 KB
Chapter_14_Exercise_14_04_Principal_Component_Analysis_v1.ipynb	67.1 KB
/Chapter14/Exercise14.05/
Test_14_05.py	0.9 KB
Chapter_14_Exercise_14_05_Independent_Component_Analysis_v1.ipynb	53.1 KB
/Chapter13/Exercise13.02/
Test_13_02.py	0.9 KB
Exercise_13_02_Logistic_Regression_Model_with_Random_Under_sampling_v1_0.ipynb	92.9 KB
/Chapter10/Activity10.1/
Test10.1.py	0.9 KB
Activity10_1.ipynb	9.7 MB
/Chapter10/Exercise10.02/
Test10.02.py	1.0 KB
Exercise10_02.ipynb	21.7 KB
/Chapter10/Exercise10.03/
Test10.03.py	1.0 KB
Exercise10_03.ipynb	14.1 KB
/Chapter01/Exercise1.03/
Test1.03.py	1.0 KB
Exercise1_03.ipynb	9.4 KB
/Chapter05/Exercise5.01/
Test5.01.py	1.0 KB
Exercise5_1.ipynb	13.3 KB
/Chapter08/Exercise8.02/
Test8_02.py	1.0 KB
Exercise_8_2.ipynb	24.0 KB
/Chapter11/Exercise11.03/
Test11.03.py	1.0 KB
Exercise11_03.ipynb	21.7 KB
/Chapter05/Exercise5.02/
Test5.02.py	1.0 KB
Exercise5_2.ipynb	329.4 KB
/Chapter03/Exercise3.05/
Test3_05.py	1.0 KB
Exercise3.05.ipynb	14.5 KB
Exercise3_05.ipynb	14.5 KB
/Chapter16/Exercise16.01/
Test_16_01.py	1.1 KB
Exercise_16_01_Loading_and_cleaning_data_v2_0.ipynb	17.2 KB
/Chapter16/Exercise16.04/
Test_16_04.py	1.1 KB
Exercise_16_04_Model_building_using_Pipeline_v1_0.ipynb	25.7 KB
/Chapter16/Exercise16.02/
Test_16_02.py	1.1 KB
Exercise_16_02_Preprocessing_using_ML_pipeline_v1_0.ipynb	47.2 KB
/Chapter11/Exercise11.01/
Test11.01.py	1.1 KB
Exercise11_01.ipynb	23.0 KB
/Chapter16/Exercise16.03/
Test_16_03.py	1.1 KB
Exercise_16_03_Dimensionality_Reduction_using_ML_pipeline_v1_0.ipynb	30.0 KB
/Chapter16/Exercise16.05/
Test_16_05.py	1.1 KB
Exercise_16_05_Spot_checking_multiple_models_using_Pipeline_v1_0.ipynb	22.9 KB
/Chapter16/Exercise16.06/
Test_16_06.py	1.1 KB
Exercise_16_06_Grid_search_and_cross_validation_using_Pipeline_v1_0.ipynb	26.2 KB
/Chapter03/Exercise3.03/
Test3_03.py	1.1 KB
Exercise3.03.ipynb	22.2 KB
Exercise3_03.ipynb	22.2 KB
/Chapter12/Exercise12.02/
Test12.02.py	1.1 KB
Exercise12_02.ipynb	19.1 KB
/Chapter08/Examples/
setting_hyperparameters.ipynb	1.2 KB
tuning_using_randomizedsearchcv.ipynb	3.9 KB
simple_demonstration_of_the_grid_search_strategy.ipynb	8.7 KB
distributions.ipynb	29.0 KB
tuning_using_gridsearchcv.ipynb	36.7 KB
simple_demonstration_of_the_random_search_process.ipynb	37.4 KB
classify-mushrooms.ipynb	106.2 KB
/Chapter11/Exercise11.04/
Test11.4.py	1.2 KB
Exercise11_04.ipynb	28.1 KB
/Graphics/Chapter14/
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/Chapter16/Activity16.01/
Test_16_01.py	1.2 KB
Activity_16_01_Complete_ML_workflow_using_Pipeline_with_Heart_Disease_data_set_v1_0.ipynb	40.3 KB
/Graphics/Activity Solution/
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/Chapter06/Exercise6.01/
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/Chapter12/Exercise12.03/
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/Chapter05/Exercise5.04/
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/Chapter11/Exercise11.02/
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Exercise11_02.ipynb	12.2 KB
/Chapter01/Activity1.01/
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Activity1_1.ipynb	8.4 KB
/Chapter17/Activity17.01/
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Activity_17_01_Classification_model_after_automated_feature_generation.ipynb	29.1 KB
/Chapter05/Exercise5.03/
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Exercise5_3.ipynb	333.8 KB
/Chapter12/Exercise12.01/
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Exercise12_01.ipynb	29.3 KB
/Chapter06/Dataset/
caesarian.csv.arff	1.4 KB
bank-additional-names.txt	5.5 KB
qsar_fish_toxicity.csv	31.2 KB
car.data	51.9 KB
bank-additional.csv	583.9 KB
bank-additional-full.csv	5.8 MB
/Chapter01/Exercise1.01/
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Exercise1_01.ipynb	8.6 KB
/Chapter17/Exercise17.02/
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Exercise_17_02_Feature_Engineering_with_Feature_tools.ipynb	83.5 KB
/Chapter16/Dataset/
crx.names	1.5 KB
heart-disease.names	10.1 KB
processed.cleveland.data	18.5 KB
crx.data	32.2 KB
/Chapter17/Exercise17.01/
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Exercise_17_01_Defining_entities_and_establishing_relationships.ipynb	20.9 KB
/Chapter17/Exercise17.03/
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Exercise_17_03_Classification_model_after_automated_feature_generation.ipynb	28.4 KB
/Chapter09/Exercise9.05/
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Activity5_1.ipynb	342.8 KB
/Chapter14/Dataset/
ad.DOCUMENTATION	2.0 KB
ad.names	35.5 KB
ad.data	10.3 MB
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/Chapter08/Activity8.01/
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taxstats2016individual06taxablestatusstateterritorypostcodetaxableincome (2).xlsx	8.6 MB
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officers.csv	2.3 MB
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agaricus-lepiota.data	373.7 KB
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Boston.csv	31.4 KB
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crx.data	32.2 KB
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car.data	51.9 KB
ccpp.csv	318.3 KB
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german.data-numeric	102.0 KB
taxstats2015.csv	368.6 KB
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churn.csv	371.0 KB
ames_iowa_housing.csv	460.7 KB
Online Retail.xlsx	23.7 MB
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churn.csv	376.0 KB
bank-full.csv	4.6 MB
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phpYYZ4Qc.csv	2.5 MB
energydata_complete.csv	12.0 MB
KDDCup99.csv	74.4 MB
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adult.csv	3.4 MB
bank-full.csv	4.6 MB
/Chapter07/Dataset/superconduct/
unique_m.csv	4.3 MB
train.csv	23.9 MB
/Activity_Solutions/
B15019_Solution_Final.pdf	4.4 MB
/Chapter18/Dataset/
phpMawTba.csv	5.3 MB
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So A. The Data Science Workshop 2020.djvu	18.5 MB
Total files 1314