├── 01a_DEMO_Reading_Data.ipynb ├── 01b_LAB_Reading_Data.ipynb ├── 01c_LAB_EDA.ipynb ├── 01d_DEMO_Feature_Engineering.ipynb ├── 01e_DEMO_Hypothesis_Testing.ipynb ├── 02a_LAB_Transforming_Target.ipynb ├── 02b_LAB_Regression_Train_Test_Split.ipynb ├── 02c_DEMO_Cross_Validation.ipynb ├── 02d_DEMO_Regularization_and_Gradient_Descent.ipynb ├── 02e_LAB_Regularization.ipynb ├── 03a_LAB_Logistic_Regression_Error_Metrics.ipynb ├── 03b_LAB_KNN.ipynb ├── 03c_DEMO_SVM.ipynb ├── 03d_LAB_Decision_Trees.ipynb ├── 03e_DEMO_Bagging.ipynb ├── 03f_LAB_Boosting_and_Stacking.ipynb ├── 04a_LAB_KMeansClustering.ipynb ├── 04b_DEMO_Distance_Dimensionality.ipynb ├── 04c_LAB_Clustering_Methods.ipynb ├── 04d_DEMO_Dimensionality_Reduction.ipynb ├── 04e_DEMO_nmf.ipynb ├── 05a_DEMO_Gradient_Descent.ipynb ├── 05b_LAB_Intro_NN.ipynb ├── 05c_DEMO_Backpropagation.ipynb ├── 05d_LAB_Keras_Intro.ipynb ├── 05e_DEMO_CNN.ipynb ├── 05f_DEMO_Transfer_Learning.ipynb ├── 05g_DEMO_RNN.ipynb ├── 05h_LAB_Autoencoders.ipynb ├── 05i_DEMO_Reinforcement.ipynb ├── 06a_LAB_Pandas_TimeSeries.ipynb ├── 06b_LAB_Decomposition.ipynb ├── 06c_DEMO_Stationarity.ipynb ├── 06d_DEMO_Smoothing.ipynb ├── 06e_DEMO_ARMA.ipynb ├── 06f_DEMO_SARIMA_Prophet.ipynb ├── 06f_Prophet.ipynb ├── 06g_DEMO_Deep_Learning.ipynb ├── 06h_DEMO_Survival.ipynb ├── ARMA_models_1.jpg ├── ARMA_models_2.jpg ├── ARMA_models_3.jpg ├── ARMA_models_4.jpg ├── DDABfJewQPSwAXyXsDD0dA_375cff5d8fb0fddf1175c3cb5b1f170a_euclidean.png ├── FiveCitiesPM ├── Beijing.csv ├── Chengdu.csv ├── Guangzhou.csv ├── Shanghai.csv └── Shenyang.csv ├── README.md ├── Sample - Superstore.xls ├── Wfx_2UBbQ5G8f9lAW9ORaA_502269a7ef5d112cbcfaa0fcb9e8716e_cosine-distance.png ├── activation_fuctions.jpg ├── churncharts.py ├── churndata.pkl ├── clusters_algorithms_pros_cons.jpg ├── co2-ppm-mauna-loa-19651980.csv ├── colorsetup.py ├── cost_function.jpg ├── dataset_A.npy ├── dataset_B.npy ├── dataset_SNS_1.npy ├── dataset_SNS_2.npy ├── datasetup.py ├── deep_learning_use_cases_summary.jpg ├── diabetes.csv ├── diagnostics_3_0.png ├── evaluation_table.jpg ├── fulldata.pkl ├── hazard_rate.jpg ├── hazard_rate1.jpg ├── helper.py ├── hhpple5dTcOaaZXuXZ3DdQ_6994e41013707b91f05cc149407de14f_jaccard_example2.jpg ├── mean-monthly-temperature-1907-19.csv ├── nlCvIkffTMaQryJH35zGIg_0c93b592643e8c2c951f1e4c681a4e93_jaccard_example.jpg ├── smooth_1.npy ├── smooth_2.npy └── survival_probability.jpg /01a_DEMO_Reading_Data.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/KonuTech/IBM-Machine-Learning/HEAD/01a_DEMO_Reading_Data.ipynb -------------------------------------------------------------------------------- /01b_LAB_Reading_Data.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/KonuTech/IBM-Machine-Learning/HEAD/01b_LAB_Reading_Data.ipynb -------------------------------------------------------------------------------- /01c_LAB_EDA.ipynb: 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