├── .gitignore ├── LICENSE ├── README.md ├── datasets ├── .gitignore ├── 15_fraud_detection.csv.zip ├── E18.xlsx ├── Tweets.zip ├── Wine_data_red.csv ├── Wine_data_white.csv ├── agaricus-lepiota.zip ├── churn.csv ├── communities.data ├── dataTest_carListings.zip ├── dataTesting.zip ├── dataTrain_carListings.zip ├── dataTraining.zip ├── glass.csv ├── hitters.csv ├── houses_prices_prediction.csv.zip ├── income.csv.zip ├── mashable.csv ├── mashable_texts.csv ├── phishing.csv ├── titanic.csv.zip ├── universityGraduateAdmissions.csv ├── vehicles_test.csv ├── vehicles_train.csv └── wine.data ├── exercises ├── E1-DataScienceOverview.md ├── E10-RandomForestPerformanceReview.md ├── E11-RandomForest.ipynb ├── E12-GradientBoostingRewiew.md ├── E13-CategoricalEncoding.ipynb ├── E14-UnbalancedLearningOverview.md ├── E15-fraud_detection.ipynb ├── E16-NLPOverview ├── E17-SentimentPrediction.ipynb ├── E18-ClassHomeworksAnalysis.ipynb ├── E19-NeuralNetworksFundamentation.ipynb ├── E2- Python Text Analysis.ipynb ├── E20-NeuralNetworksKeras.ipynb ├── E3-LearningOverview.md ├── E4-Regression-Linear&Logistic.ipynb ├── E5-DecisionTreesOverview.md ├── E6-SVM&Regularization.ipynb ├── E7-DecisionTrees.ipynb ├── E8-EnsembleTreesOverview.md ├── E9-Bagging.ipynb ├── P1-UsedVehiclePricePrediction.ipynb ├── P2-MovieGenrePrediction.ipynb ├── P3-ConversationsToxicityDetection-SampleSolution.ipynb ├── P3-ConversationsToxicityDetection.ipynb ├── images │ ├── classification_kiank.png │ ├── grad_summary.png │ ├── hidden_tunning.png │ ├── sgd.gif │ └── sgd_bad.gif └── moviegenre.png └── notebooks ├── 01-IntroMachineLearning.ipynb ├── 02-IntroPython_Numpy_Scypy_Pandas.ipynb ├── 03-linear_regression.ipynb ├── 04-logistic_regression.ipynb ├── 05-SVM.ipynb ├── 06-decision_trees.ipynb ├── 07-regularization.ipynb ├── 08-IntroductionToAPIs.ipynb ├── 09-Model_Deployment.ipynb ├── 10-CreatingAPIinAWS.ipynb ├── 11-Ensembles_Bagging.ipynb ├── 12-Ensembles_Boosting.ipynb ├── 13-Ensembles_RandomForest.ipynb ├── 14-data_preparation.ipynb ├── 15-Unbalanced_Datasets.ipynb ├── 16-IntroNLP.pdf ├── 17-NaturalLanguageProcessing.ipynb ├── 18-IntroNLP_II.pdf ├── 19-IntroductionDeepLearningMLP.ipynb ├── 20-DeepLearning_keras.ipynb ├── 21-CNN.ipynb ├── 22-RecurrentNeuralNetworks_LSTM.ipynb ├── images ├── MLP.png ├── Perceptron.png ├── backprop (1).png ├── backprop.png ├── bkwd_step_net.png ├── classification_kiank.png ├── dl_overview.png ├── fwd_step.png ├── fwd_step_net.png ├── grad_summary.png ├── img001.PNG ├── img002.GIF ├── img003.PNG ├── img004.PNG ├── img005.PNG ├── img006.PNG ├── img007.PNG ├── img008.PNG ├── img009.PNG ├── img010.PNG ├── img011.PNG ├── img012.PNG ├── img013.PNG ├── img014.PNG ├── img015.PNG ├── img016.PNG ├── keras-logo-small.jpg ├── logistic_function.png ├── multi-layers-1.png ├── multi-layers-2.png ├── sgd.gif ├── sgd_bad.gif ├── single_layer.png └── updateParameters.png └── model_deployment ├── api.py ├── m09_model_deployment.py └── phishing_clf.pkl /.gitignore: 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