├── 1_OverviewSparkML ├── 1-IntroSpark-ChurnPrediction-WithSolutions.ipynb ├── 1-IntroSpark-ChurnPrediction.ipynb ├── data │ ├── churn-bigml-20.csv │ └── churn-bigml-80.csv └── img │ ├── ExampleDataChurn.png │ └── spark_init.png ├── 2_LinearRegression ├── 2-LinearRegression-WithSolutions.ipynb ├── 2-LinearRegression.ipynb └── img │ └── ExampleLinReg.png ├── 3_RLS_ML_Streaming ├── 3-SparkStreamingRLSMLConsumer-WithSolutions.ipynb └── 3-TimeSeriesProducer.ipynb ├── 4_ALS_Recommendation ├── 4-ALS_Recommendation-WithSolutions.ipynb ├── 4-ALS_Recommendation.ipynb ├── mat_prod.jpg └── ml-latest-small │ ├── links.csv │ ├── movies.csv │ └── ratings.csv ├── 5_DeepLearning_CNN └── 5-DeepLearning_CNN.ipynb ├── 6_FeatureSelection └── 6-FeatureSelection-WithSolutions.ipynb ├── 7_Cloud ├── 7-FeatureSelection-GoogleCloud.ipynb ├── GoogleCloud.ipynb └── images │ ├── Create_Project_1.png │ ├── Create_Project_2.png │ ├── Create_Project_2a.jpg │ ├── Create_Project_3a.jpg │ ├── DataProc_UI.gif │ ├── Execution_times_1.jpg │ ├── Execution_times_2.jpg │ ├── Execution_times_3.jpg │ ├── Execution_times_4.jpg │ ├── GoogleCloudHomePage.jpg │ ├── HDFS_UI_1.gif │ ├── Jupyter_UI.gif │ ├── Set_up_environment_1.png │ ├── Set_up_environment_2.png │ ├── Set_up_environment_3.png │ ├── Set_up_environment_4.png │ ├── Set_up_environment_5.png │ ├── Set_up_environment_6.png │ ├── Setting_Up_Account_1.jpg │ ├── Setting_Up_Account_2.jpg │ ├── Setting_Up_Account_3.jpg │ ├── Setting_Up_Account_4.jpg │ ├── Setting_Up_Account_5.jpg │ ├── SparkHS_UI_1.gif │ ├── Spark_UI.mov │ └── Spark_UI_1.gif ├── Check_Setup ├── 0_kafka_startup.sh ├── 1_kafka_test_topic.sh ├── 2_kafka_test_sender.sh ├── 3_kafka_test_receiver.sh ├── DemoRDD.png ├── DemoRDD_cluster.ipynb ├── DemoRDD_local.ipynb └── resultsBenchmark.csv ├── Docker ├── Dockerfile ├── Dockerfile_M1 ├── README.md └── kafka_startup_script.sh └── README.md /1_OverviewSparkML/1-IntroSpark-ChurnPrediction-WithSolutions.ipynb: 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