Book

Data Science for Marketing Analytics

Data Science for Marketing Analytics opens doors to looking at data with a different approach and new tools. Drawing on machine learning and data science concepts, this book broadens the range of tools that you can use to transform the market analysis process.

Offered byPackt Logo

Difficulty Level

Intermediate

Completion Time

14h

Language

English

About Book

Who Is This Book For?

Data Science for Marketing Analytics is designed for developers and marketing analysts looking to use new, more sophisticated tools in their marketing analytics efforts. It'll help if you have prior experience of coding in Python and knowledge of high school level mathematics. Some experience with databases, Excel, statistics, or Tableau is useful but not necessary.

Book content

chapters 14h total length

Data Preparation and Cleaning

Data Exploration and Visualization

Unsupervised Learning: Customer Segmentation

Choosing the Best Segmentation Approach

Predicting Customer Revenue Using Linear Regression

Other Regression Techniques and Tools for Evaluation

Supervised Learning: Predicting Customer Churn

Fine-Tuning Classification Algorithms

Modeling Customer Choice

Related Resources

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