Google capstone project is a part of Google Advanced Data Analytics course which focuses on all the fundamentals of data science and machine learning.
As a data specialist working for Salifort Motors, you have received the results of a recent employee survey. The senior leadership team has tasked you with analyzing the data to come up with ideas for how to increase employee retention. To help with this, they would like you to design a model that predicts whether an employee will leave the company based on their department, number of projects, average monthly hours, and any other data points you deem helpful.
For this deliverable, you are asked to choose a method to approach this data challenge based on your prior course work. Select either a regression model or a tree-based machine learning model to predict whether an employee will leave the company. Both approaches are shown are valid and acceptable as long as they predict the employee's tenure.
- Data Discovery
- Data Cleaning
- Exploratory Data Analysis
- Feature Engineering
- Model Building
- Model Testing
- Model Evaluation