Create strategies for management to reduce employee attrition. This week is designed to integrate critical thinking and strategy development with data-driven decision making.

### Ultimate Python Cheatsheet: Data Science Workflow with Python

Get the Ultimate Python Cheatsheet that makes learning data science with Python quick and efficient.

### Data Science With R Course Series - Week 9

This week will extend what you learned from the Expected Value by performing an optimization and sensitivity analysis.

### Data Science With R Course Series - Week 8

Learn everything you need to know about the Expected Value Framework. The Expected Value Framework is way to apply an expected value to a classification model - it connects a machine learning classification model to ROI for the business.

### New R Cheatsheet: Data Science Workflow with R

### Data Science With R Course Series - Week 7

Learn how to explain machine learning models with LIME. LIME stands for Local Interpretable Model-Agnostic Explanations and is used to understand which model features have the most predictive impact.

### Marketing Analytics and Data Science

This article uses a Kaggle competition as an opportunity to show how data science can be used in digital marketing to answer a specific question, and take what is learned from the data and apply it to marketing strategies.

### Data Science With R Course Series - Week 6

In Data Science With R Course Series - Week 6, learn how to analyze model performance and communicate machine learning model results to stakeholders.