├── Chapter01 ├── Activity1.01 │ ├── .ipynb_checkpoints │ │ └── test_activity1_01-checkpoint.ipynb │ ├── Activity1_01.ipynb │ ├── titanic.csv │ └── unit_test_activity1_01.ipynb ├── Activity1.02 │ ├── .ipynb_checkpoints │ │ └── test_activity1_02-checkpoint.ipynb │ ├── Activity1_02.ipynb │ ├── titanic.csv │ └── unit_test_activity1_02.ipynb ├── Exercise1.01 │ ├── .ipynb_checkpoints │ │ └── test_exercise1_01-checkpoint.ipynb │ ├── Exercise1_01.ipynb │ ├── tips.csv │ └── unit_test_exercise1_01.ipynb ├── Exercise1.02 │ ├── .ipynb_checkpoints │ │ └── test_exercise1_02-checkpoint.ipynb │ ├── Exercise1_02.ipynb │ ├── tips.csv │ └── unit_test_exercise1_02.ipynb ├── Exercise1.03 │ ├── .ipynb_checkpoints │ │ └── test_exercise1_03-checkpoint.ipynb │ ├── Exercise1_03.ipynb │ ├── tips.csv │ └── unit_test_exercise1_03.ipynb └── Exercise1.04 │ ├── .ipynb_checkpoints │ └── test_exercise1_04-checkpoint.ipynb │ ├── Exercise1_04.ipynb │ ├── tips.csv │ └── unit_test_exercise1_04.ipynb ├── Chapter02 ├── Activity2.01 │ ├── .ipynb_checkpoints │ │ └── test_activity2_01-checkpoint.ipynb │ ├── Activity2_01.ipynb │ ├── unit_test_activity2_01.ipynb │ └── wholesale_customers_data.csv ├── Activity2.02 │ ├── .ipynb_checkpoints │ │ └── test_activity2_02-checkpoint.ipynb │ ├── Activity2_02.ipynb │ ├── unit_test_activity2_02.ipynb │ └── wholesale_customers_data.csv ├── Activity2.03 │ ├── .ipynb_checkpoints │ │ └── test_activity2_03-checkpoint.ipynb │ ├── Activity2_03.ipynb │ ├── unit_test_activity2_03.ipynb │ └── wholesale_customers_data.csv ├── Activity2.04 │ ├── .ipynb_checkpoints │ │ └── test_activity2_04-checkpoint.ipynb │ ├── Activity2_04.ipynb │ ├── unit_test_activity2_04.ipynb │ └── wholesale_customers_data.csv ├── Activity2.05 │ ├── .ipynb_checkpoints │ │ └── test_activity2_05-checkpoint.ipynb │ ├── Activity2_05.ipynb │ ├── unit_test_activity2_05.ipynb │ └── wholesale_customers_data.csv ├── Examples │ └── Wholesale customers data.csv ├── Exercise2.01 │ ├── .ipynb_checkpoints │ │ └── test_exercise2_01-checkpoint.ipynb │ ├── Exercise2_01.ipynb │ ├── circles.csv │ └── unit_test_exercise2_01.ipynb ├── Exercise2.02 │ ├── .ipynb_checkpoints │ │ └── test_exercise2_02-checkpoint.ipynb │ ├── Exercise2_02.ipynb │ ├── circles.csv │ └── unit_test_exercise2_02.ipynb ├── Exercise2.03 │ ├── .ipynb_checkpoints │ │ └── test_exercise2_03-checkpoint.ipynb │ ├── Exercise2_03.ipynb │ ├── circles.csv │ └── unit_test_exercise2_03.ipynb ├── Exercise2.04 │ ├── .ipynb_checkpoints │ │ └── test_exercise2_04-checkpoint.ipynb │ ├── Exercise2_04.ipynb │ ├── circles.csv │ └── unit_test_exercise2_04.ipynb └── Exercise2.05 │ ├── .ipynb_checkpoints │ └── test_exercise2_05-checkpoint.ipynb │ ├── Exercise2_05.ipynb │ ├── circles.csv │ └── unit_test_exercise2_05.ipynb ├── Chapter03 ├── Activity3.01 │ ├── .ipynb_checkpoints │ │ └── test_activity3_01-checkpoint.ipynb │ ├── Activity3_01.ipynb │ ├── digits.csv │ └── unit_test_activity3_01.ipynb ├── Activity3.02 │ ├── .ipynb_checkpoints │ │ └── test_activity3_02-checkpoint.ipynb │ ├── Activity3_02.ipynb │ ├── digits.csv │ └── unit_test_activity3_02.ipynb ├── Activity3.03 │ ├── .ipynb_checkpoints │ │ └── test_activity3_03-checkpoint.ipynb │ ├── Activity3_03.ipynb │ ├── digits.csv │ └── unit_test_activity3_03.ipynb ├── Exercise3.01 │ ├── .ipynb_checkpoints │ │ └── test_exercise3_01-checkpoint.ipynb │ ├── Exercise3_01.ipynb │ ├── unit_test_exercise3_01.ipynb │ └── wine.csv ├── Exercise3.02 │ ├── .ipynb_checkpoints │ │ └── test_exercise3_02-checkpoint.ipynb │ ├── Exercise3_02.ipynb │ ├── unit_test_exercise3_02.ipynb │ └── wine.csv ├── Exercise3.03 │ ├── .ipynb_checkpoints │ │ └── test_exercise3_03-checkpoint.ipynb │ ├── Exercise3_03.ipynb │ ├── breast_cancer.csv │ └── unit_test_exercise3_03.ipynb ├── Exercise3.04 │ ├── .ipynb_checkpoints │ │ └── test_exercise3_04-checkpoint.ipynb │ ├── Exercise3_04.ipynb │ ├── boston.csv │ └── unit_test_exercise3_04.ipynb └── Exercise3.05 │ ├── .ipynb_checkpoints │ └── test_exercise3_05-checkpoint.ipynb │ ├── Exercise3_05.ipynb │ ├── breast_cancer.csv │ └── unit_test_exercise3_05.ipynb ├── Chapter04 ├── Activity4.01 │ ├── .ipynb_checkpoints │ │ └── test_activity4_01-checkpoint.ipynb │ ├── Activity4_01.ipynb │ ├── census_income_dataset_preprocessed.csv │ └── unit_test_activity4_01.ipynb ├── Activity4.02 │ ├── .ipynb_checkpoints │ │ └── test_activity4_02-checkpoint.ipynb │ ├── Activity4_02.ipynb │ ├── census_income_dataset_preprocessed.csv │ └── unit_test_activity4_02.ipynb ├── Activity4.03 │ ├── .ipynb_checkpoints │ │ └── test_activity4_03-checkpoint.ipynb │ ├── Activity4_03.ipynb │ ├── census_income_dataset_preprocessed.csv │ └── unit_test_activity4_03.ipynb ├── Census income dataset preprocessing.ipynb ├── Error analysis.ipynb ├── Exercise4.01 │ ├── .ipynb_checkpoints │ │ └── test_exercise4_01-checkpoint.ipynb │ ├── Exercise4_01.ipynb │ ├── fertility_Diagnosis.csv │ └── unit_test_exercise4_01.ipynb ├── Exercise4.02 │ ├── .ipynb_checkpoints │ │ └── test_exercise4_02-checkpoint.ipynb │ ├── Exercise4_02.ipynb │ ├── fertility_Diagnosis.csv │ └── unit_test_exercise4_02.ipynb ├── Exercise4.03 │ ├── .ipynb_checkpoints │ │ └── test_exercise4_03-checkpoint.ipynb │ ├── Exercise4_03.ipynb │ ├── fertility_Diagnosis.csv │ └── unit_test_exercise4_03.ipynb └── census_income_dataset.csv ├── Chapter05 ├── Activity5.01 │ ├── .ipynb_checkpoints │ │ └── test_activity5_01-checkpoint.ipynb │ ├── Activity5_01.ipynb │ ├── census_income_dataset_preprocessed.csv │ └── unit_test_activity5_01.ipynb ├── Exercise5.01 │ ├── .ipynb_checkpoints │ │ └── test_exercise5_01-checkpoint.ipynb │ ├── Exercise5_01.ipynb │ ├── fertility_Diagnosis.csv │ └── unit_test_exercise5_01.ipynb ├── Hyperparameter fine-tuning.ipynb └── census_income_dataset_preprocessed.csv ├── Chapter06 ├── Activity6.01 │ ├── .ipynb_checkpoints │ │ └── test_activity6_01-checkpoint.ipynb │ ├── Activity6_01.ipynb │ ├── bank-full-dataset.csv │ └── unit_test_activity6_01.ipynb ├── Activity6.02 │ ├── .ipynb_checkpoints │ │ └── test_activity6_02-checkpoint.ipynb │ ├── Activity6_02_Part1.ipynb │ ├── Activity6_02_Part2.ipynb │ ├── bank-full-dataset.csv │ ├── final_model.pkl │ └── unit_test_activity6_02.ipynb ├── Activity6.03 │ ├── .ipynb_checkpoints │ │ └── test_activity6_03-checkpoint.ipynb │ ├── Activity6_03.ipynb │ ├── bank-full-dataset.csv │ ├── final_model.pkl │ ├── trainedModel.py │ └── unit_test_activity6_03.ipynb ├── Exercise6.01 │ ├── .ipynb_checkpoints │ │ └── test_exercise6_01-checkpoint.ipynb │ ├── Exercise6_01.ipynb │ ├── fertility_Diagnosis.csv │ └── unit_test_exercise6_01.ipynb ├── Exercise6.02 │ ├── .ipynb_checkpoints │ │ └── test_exercise6_02-checkpoint.ipynb │ ├── Exercise6_02.ipynb │ ├── fertility_Diagnosis.csv │ ├── model_exercise.pkl │ └── unit_test_exercise6_02.ipynb ├── Exercise6.03 │ ├── .ipynb_checkpoints │ │ └── test_exercise6_03-checkpoint.ipynb │ ├── Exercise6_03.ipynb │ ├── exerciseClass.py │ ├── fertility_Diagnosis.csv │ ├── model_exercise.pkl │ └── unit_test_exercise6_03.ipynb ├── Exploring the dataset.ipynb ├── bank-full.csv └── bank.zip ├── Graphics ├── Chapter01 │ ├── Figure1.01.png │ ├── Figure1.02.png │ ├── Figure1.03.png │ ├── Figure1.04.png │ ├── Figure1.05.png │ ├── Figure1.06.png │ ├── Figure1.07.png │ ├── Figure1.08.png │ ├── Figure1.09.png │ ├── Figure1.10.png │ ├── Figure1.11.png │ ├── Figure1.12.png │ ├── Figure1.13.png │ ├── Figure1.14.png │ ├── Figure1.15.png │ ├── Figure1.16.png │ ├── Figure1.17.png │ ├── Figure1.18.png │ ├── Figure1.19.png │ ├── Figure1.20.png │ └── Figure1.21.png ├── Chapter02 │ ├── Figure2.01.png │ ├── Figure2.02.png │ ├── Figure2.03.png │ ├── Figure2.04.png │ ├── Figure2.05.png │ ├── Figure2.06.png │ ├── Figure2.07.png │ ├── Figure2.08.png │ ├── Figure2.09.png │ ├── Figure2.10.png │ ├── Figure2.11.png │ ├── Figure2.12.png │ └── Figure2.13.png ├── Chapter03 │ ├── Figure3.01.png │ ├── Figure3.02.png │ ├── Figure3.03.png │ ├── Figure3.04.png │ ├── Figure3.05.png │ ├── Figure3.06.png │ ├── Figure3.07.png │ ├── Figure3.08.png │ ├── Figure3.09.png │ ├── Figure3.10.png │ ├── Figure3.11.png │ ├── Figure3.12.png │ └── Figure3.13.png ├── Chapter04 │ ├── Figure4.01.PNG │ ├── Figure4.02.PNG │ ├── Figure4.03.png │ ├── Figure4.04.png │ ├── Figure4.05.png │ ├── Figure4.06.PNG │ ├── Figure4.07.png │ ├── Figure4.08.png │ ├── Figure4.09.png │ ├── Figure4.10.png │ ├── Figure4.11.png │ ├── Figure4.12.png │ └── Figure4.13.PNG ├── Chapter05 │ ├── Figure5.01.png │ ├── Figure5.02.png │ ├── Figure5.03.png │ ├── Figure5.04.png │ ├── Figure5.05.png │ ├── Figure5.06.png │ ├── Figure5.07.png │ ├── Figure5.08.png │ ├── Figure5.09.png │ ├── Figure5.10.png │ ├── Figure5.11.PNG │ ├── Figure5.12.png │ ├── Figure5.13.PNG │ └── Figure5.14.PNG ├── Chapter06 │ ├── Figure6.01.png │ ├── Figure6.02.png │ ├── Figure6.03.png │ ├── Figure6.04.png │ ├── Figure6.04.tif │ ├── Figure6.05.png │ ├── Figure6.06.png │ └── Figure6.07.png └── SolutionSet │ ├── Figure1.22.png │ ├── Figure1.23.png │ ├── Figure1.24.png │ 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