Rutgers Classifieds>Rutgers Online Courses>Machine Learning with PySpark: Customer Churn Analysis

Machine Learning with PySpark: Customer Churn Analysis

About this Course

This 90-minute guided-project, \"Pyspark for Data Science: Customer Churn Prediction,\" is a comprehensive guided-project that teaches you how to use PySpark to build a machine learning model for predicting customer churn in a Telecommunications company. This guided-project covers a range of essential tasks, including data loading, exploratory data analysis, data preprocessing, feature preparation, model training, evaluation, and deployment, all using Pyspark. We are going to use our machine learning model to identify the factors that contribute to customer churn, providing actionable insights to the company to reduce churn and increase customer retention. Throughout the guided-project, you\'ll gain hands-on experience with different steps required to create a machine learning model in Pyspark, giving you the tools to deliver an AI-driven solution for customer churn. Prerequisites for this guided-project include basic knowledge of Machine Learning and Decision Trees, as well as familiarity with Python programming concepts such as loops, if statements, and lists.

Created by: Coursera Project Network


Related Online Courses

Effective Strategies for Improving Employee Retention offers a dynamic and comprehensive exploration into the critical aspects of employee retention and engagement. This course delves into the... more
You\'ve been studying the greats, working on improving your vocal skills, and building vocal technique. Now it\'s time to take the next step in your singing career to shine as a vocalist. Singing... more
Did you know that companies using Generative AI in customer success see a significant improvement in customer satisfaction and operational efficiency? Discover how you can leverage this technology... more
In this specialization, you will receive an introduction to human anatomy and physiology! Together, we will explore foundational concepts as well as the structure (anatomy) and function... more
Take a trip with me in this the third and final course of this Economics 100 Specialization which is a direct adaptation from one of my courses I teach at Rice University. Specifically, in this... more

CONTINUE SEARCH

FOLLOW COLLEGE PARENT CENTRAL