Book Image

Principles of Data Science - Second Edition

By : Sinan Ozdemir, Sunil Kakade, Marco Tibaldeschi
Book Image

Principles of Data Science - Second Edition

By: Sinan Ozdemir, Sunil Kakade, Marco Tibaldeschi

Overview of this book

Need to turn programming skills into effective data science skills? This book helps you connect mathematics, programming, and business analysis. You’ll feel confident asking—and answering—complex, sophisticated questions of your data, making abstract and raw statistics into actionable ideas. Going through the data science pipeline, you'll clean and prepare data and learn effective data mining strategies and techniques to gain a comprehensive view of how the data science puzzle fits together. You’ll learn fundamentals of computational mathematics and statistics and pseudo-code used by data scientists and analysts. You’ll learn machine learning, discovering statistical models that help control and navigate even the densest datasets, and learn powerful visualizations that communicate what your data means.
Table of Contents (17 chapters)
16
Index

Chapter 14. Building Machine Learning Models with Azure Databricks and Azure Machine Learning service

Whenever you need to handle a big data project, you'll find yourself needing to solve two major issues: computation power and data storage. By using Microsoft Azure and Azure Databricks, as we are going to see in this chapter, those problems will become a distant memory. Azure empowers you with computation power at scale with a pay-as-you-go model.

In this chapter, we are going see which are the technologies that you, as a data scientist, can find and use on the Microsoft Azure platform. Those technologies are very important because they can help you manage big data projects without having to worry about infrastructure and computing power.

In this chapter, we will look at the following topics:

  • Apache Spark, and Azure Databricks
  • Configuring Azure Databricks
  • Training a text classifier with Azure Databricks
  • Azure Machine Learning
  • Touchpoints between Azure Databricks or Azure Machine...