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Real-World Machine Learning
book

Real-World Machine Learning

by Mark Fetherolf, Henrik Brink, Joseph Richards
September 2016
Beginner to intermediate
264 pages
9h 26m
English
Manning Publications
Content preview from Real-World Machine Learning

Chapter 10. Example: digital display advertising

This chapter covers

  • Visualizing and preparing a real-world dataset
  • Building a predictive model of the probability that users will click a digital display advertisement
  • Comparing the performance of several algorithms in both training and prediction phases
  • Scaling by dimension reduction and parallel processing

Chapter 9 presented techniques that enable you to scale your machine-learning workflow. In this chapter, you’ll apply those techniques to a large-scale real-world problem: optimizing an online advertising campaign. We begin with a short introduction to the complex world of online advertising, the data that drives it, and some of the ways it’s used by advertisers to maximize return on ...

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Publisher Resources

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