Applied Data Science Using PySpark: Learn the End-to-End Predictive Model-Building Cycle

Front Matter ....Pages i-xxvi
 Setting Up the PySpark Environment  (Ramcharan Kakarla, Sundar Krishnan, Sridhar Alla)....Pages 1-27
 PySpark Basics  (Ramcharan Kakarla, Sundar Krishnan, Sridhar Alla)....Pages 29-59
 Utility Functions and Visualizations  (Ramcharan Kakarla, Sundar Krishnan, Sridhar Alla)....Pages 61-92
 Variable Selection  (Ramcharan Kakarla, Sundar Krishnan, Sridhar Alla)....Pages 93-142
 Supervised Learning Algorithms  (Ramcharan Kakarla, Sundar Krishnan, Sridhar Alla)....Pages 143-203
 Model Evaluation  (Ramcharan Kakarla, Sundar Krishnan, Sridhar Alla)....Pages 205-249
 Unsupervised Learning and Recommendation Algorithms  (Ramcharan Kakarla, Sundar Krishnan, Sridhar Alla)....Pages 251-298
 Machine Learning Flow and Automated Pipelines  (Ramcharan Kakarla, Sundar Krishnan, Sridhar Alla)....Pages 299-359
 Deploying Machine Learning Models  (Ramcharan Kakarla, Sundar Krishnan, Sridhar Alla)....Pages 361-388
Back Matter ....Pages 389-410