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Data Science for Decision Makers

You're reading from   Data Science for Decision Makers Enhance your leadership skills with data science and AI expertise

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Product type Paperback
Published in Jul 2024
Publisher Packt
ISBN-13 9781837637294
Length 270 pages
Edition 1st Edition
Languages
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Author (1):
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Jon Howells Jon Howells
Author Profile Icon Jon Howells
Jon Howells
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Table of Contents (20) Chapters Close

Preface 1. Part 1: Understanding Data Science and Its Foundations
2. Chapter 1: Introducing Data Science FREE CHAPTER 3. Chapter 2: Characterizing and Collecting Data 4. Chapter 3: Exploratory Data Analysis 5. Chapter 4: The Significance of Significance 6. Chapter 5: Understanding Regression 7. Part 2: Machine Learning – Concepts, Applications, and Pitfalls
8. Chapter 6: Introducing Machine Learning 9. Chapter 7: Supervised Machine Learning 10. Chapter 8: Unsupervised Machine Learning 11. Chapter 9: Interpreting and Evaluating Machine Learning Models 12. Chapter 10: Common Pitfalls in Machine Learning 13. Part 3: Leading Successful Data Science Projects and Teams
14. Chapter 11: The Structure of a Data Science Project 15. Chapter 12: The Data Science Team 16. Chapter 13: Managing the Data Science Team 17. Chapter 14: Continuing Your Journey as a Data Science Leader 18. Index 19. Other Books You May Enjoy

Getting started with Google Colab

To help you gain a better understanding of the different data science techniques that will be covered in this chapter, there will be some hands-on exercises you can complete with Python.

To set everything up, we will be using Google Colab as it is an easy place to get started if you haven’t used Python before.

What is Google Colab?

Google Colaboratory, commonly known as Google Colab, is a free cloud service that provides an environment where you can run Python code. It’s like having a powerful computer right in your browser, which is particularly useful for data science tasks, including but not limited to statistics, machine learning, and natural language processing (NLP). You don’t need to install anything, and it’s available on any device with internet access.

A step-by-step guide to setting up Google Colab

Follow these steps to set up Colab with ease:

  1. First, you need a Google account. If you don...
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