├── .ipynb_checkpoints ├── Binary Tabular Data Classification with PySpark-checkpoint.ipynb ├── End-to-End Machine Learning Model using PySpark and MLlib (2)-checkpoint.ipynb ├── End-to-End Machine Learning Model using PySpark and MLlib-checkpoint.ipynb ├── Multi-class Text Classification Problem with PySpark and MLlib-checkpoint.ipynb ├── Multi-class classification using Decision Tree Problem with PySpark -checkpoint.ipynb ├── Predict Customer Churn using PySpark Machine Learning-checkpoint.ipynb ├── PySpark Dataframe Complete Guide (with COVID-19 Dataset)-checkpoint.ipynb └── PySpark and SparkSQL Complete Guide-checkpoint.ipynb ├── Binary Tabular Data Classification with PySpark.ipynb ├── End-to-End Machine Learning Model using PySpark and MLlib (2).ipynb ├── End-to-End Machine Learning Model using PySpark and MLlib.ipynb ├── Multi-class Text Classification Problem with PySpark and MLlib.ipynb ├── Multi-class classification using Decision Tree Problem with PySpark .ipynb ├── Predict Customer Churn using PySpark Machine Learning.ipynb ├── PySpark Dataframe Complete Guide (with COVID-19 Dataset).ipynb ├── PySpark and SparkSQL Complete Guide.ipynb ├── README.md ├── Setting up Fast Hyperparameter Search Framework with Pyspark.ipynb ├── [Advanced] 5 Spark Tips that will get you to another level.ipynb ├── [Advanced] Spark Know-How in Pratice .ipynb ├── data ├── .ipynb_checkpoints │ └── census-checkpoint.csv ├── 2013_SFO_Customer_Survey.csv ├── Case.csv ├── Region.csv ├── TimeProvince.csv ├── adult.data ├── census.csv ├── nyt2.json ├── winequality-red.csv └── winequality-white.csv └── img ├── hyper.png ├── input.png ├── parallel-coordinates-plot.png ├── shuffle.png ├── spark.png └── sparkpartition.png /.ipynb_checkpoints/Binary Tabular Data Classification with PySpark-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/.ipynb_checkpoints/Binary Tabular Data Classification with PySpark-checkpoint.ipynb -------------------------------------------------------------------------------- /.ipynb_checkpoints/End-to-End Machine Learning Model using PySpark and MLlib (2)-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/.ipynb_checkpoints/End-to-End Machine Learning Model using PySpark and MLlib (2)-checkpoint.ipynb -------------------------------------------------------------------------------- /.ipynb_checkpoints/End-to-End Machine Learning Model using PySpark and MLlib-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/.ipynb_checkpoints/End-to-End Machine Learning Model using PySpark and MLlib-checkpoint.ipynb -------------------------------------------------------------------------------- /.ipynb_checkpoints/Multi-class Text Classification Problem with PySpark and MLlib-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/.ipynb_checkpoints/Multi-class Text Classification Problem with PySpark and MLlib-checkpoint.ipynb -------------------------------------------------------------------------------- /.ipynb_checkpoints/Multi-class classification using Decision Tree Problem with PySpark -checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/.ipynb_checkpoints/Multi-class classification using Decision Tree Problem with PySpark -checkpoint.ipynb -------------------------------------------------------------------------------- /.ipynb_checkpoints/Predict Customer Churn using PySpark Machine Learning-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/.ipynb_checkpoints/Predict Customer Churn using PySpark Machine Learning-checkpoint.ipynb -------------------------------------------------------------------------------- /.ipynb_checkpoints/PySpark Dataframe Complete Guide (with COVID-19 Dataset)-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/.ipynb_checkpoints/PySpark Dataframe Complete Guide (with COVID-19 Dataset)-checkpoint.ipynb -------------------------------------------------------------------------------- /.ipynb_checkpoints/PySpark and SparkSQL Complete Guide-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/.ipynb_checkpoints/PySpark and SparkSQL Complete Guide-checkpoint.ipynb -------------------------------------------------------------------------------- /Binary Tabular Data Classification with PySpark.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/Binary Tabular Data Classification with PySpark.ipynb -------------------------------------------------------------------------------- /End-to-End Machine Learning Model using PySpark and MLlib (2).ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/End-to-End Machine Learning Model using PySpark and MLlib (2).ipynb -------------------------------------------------------------------------------- /End-to-End Machine Learning Model using PySpark and MLlib.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/End-to-End Machine Learning Model using PySpark and MLlib.ipynb -------------------------------------------------------------------------------- /Multi-class Text Classification Problem with PySpark and MLlib.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/Multi-class Text Classification Problem with PySpark and MLlib.ipynb -------------------------------------------------------------------------------- /Multi-class classification using Decision Tree Problem with PySpark .ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/Multi-class classification using Decision Tree Problem with PySpark .ipynb -------------------------------------------------------------------------------- /Predict Customer Churn using PySpark Machine Learning.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/Predict Customer Churn using PySpark Machine Learning.ipynb -------------------------------------------------------------------------------- /PySpark Dataframe Complete Guide (with COVID-19 Dataset).ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/PySpark Dataframe Complete Guide (with COVID-19 Dataset).ipynb -------------------------------------------------------------------------------- /PySpark and SparkSQL Complete Guide.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/PySpark and SparkSQL Complete Guide.ipynb -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/README.md -------------------------------------------------------------------------------- /Setting up Fast Hyperparameter Search Framework with Pyspark.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/Setting up Fast Hyperparameter Search Framework with Pyspark.ipynb -------------------------------------------------------------------------------- /[Advanced] 5 Spark Tips that will get you to another level.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/[Advanced] 5 Spark Tips that will get you to another level.ipynb -------------------------------------------------------------------------------- /[Advanced] Spark Know-How in Pratice .ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/[Advanced] Spark Know-How in Pratice .ipynb -------------------------------------------------------------------------------- /data/.ipynb_checkpoints/census-checkpoint.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/data/.ipynb_checkpoints/census-checkpoint.csv -------------------------------------------------------------------------------- /data/2013_SFO_Customer_Survey.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/data/2013_SFO_Customer_Survey.csv -------------------------------------------------------------------------------- /data/Case.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/data/Case.csv -------------------------------------------------------------------------------- /data/Region.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/data/Region.csv -------------------------------------------------------------------------------- /data/TimeProvince.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/data/TimeProvince.csv -------------------------------------------------------------------------------- /data/adult.data: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/data/adult.data -------------------------------------------------------------------------------- /data/census.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/data/census.csv -------------------------------------------------------------------------------- /data/nyt2.json: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/data/nyt2.json -------------------------------------------------------------------------------- /data/winequality-red.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/data/winequality-red.csv -------------------------------------------------------------------------------- /data/winequality-white.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/data/winequality-white.csv -------------------------------------------------------------------------------- /img/hyper.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/img/hyper.png -------------------------------------------------------------------------------- /img/input.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/img/input.png -------------------------------------------------------------------------------- /img/parallel-coordinates-plot.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/img/parallel-coordinates-plot.png -------------------------------------------------------------------------------- /img/shuffle.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/img/shuffle.png -------------------------------------------------------------------------------- /img/spark.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/img/spark.png -------------------------------------------------------------------------------- /img/sparkpartition.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunjoonbok/PySpark/HEAD/img/sparkpartition.png --------------------------------------------------------------------------------