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Cracking the Data Science Interview

You're reading from   Cracking the Data Science Interview Unlock insider tips from industry experts to master the data science field

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Product type Paperback
Published in Feb 2024
Publisher Packt
ISBN-13 9781805120506
Length 404 pages
Edition 1st Edition
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Authors (2):
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Leondra R. Gonzalez Leondra R. Gonzalez
Author Profile Icon Leondra R. Gonzalez
Leondra R. Gonzalez
Aaren Stubberfield Aaren Stubberfield
Author Profile Icon Aaren Stubberfield
Aaren Stubberfield
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Table of Contents (21) Chapters Close

Preface 1. Part 1: Breaking into the Data Science Field FREE CHAPTER
2. Chapter 1: Exploring Today’s Modern Data Science Landscape 3. Chapter 2: Finding a Job in Data Science 4. Part 2: Manipulating and Managing Data
5. Chapter 3: Programming with Python 6. Chapter 4: Visualizing Data and Data Storytelling 7. Chapter 5: Querying Databases with SQL 8. Chapter 6: Scripting with Shell and Bash Commands in Linux 9. Chapter 7: Using Git for Version Control 10. Part 3: Exploring Artificial Intelligence
11. Chapter 8: Mining Data with Probability and Statistics 12. Chapter 9: Understanding Feature Engineering and Preparing Data for Modeling 13. Chapter 10: Mastering Machine Learning Concepts 14. Chapter 11: Building Networks with Deep Learning 15. Chapter 12: Implementing Machine Learning Solutions with MLOps 16. Part 4: Getting the Job
17. Chapter 13: Mastering the Interview Rounds 18. Chapter 14: Negotiating Compensation 19. Index 20. Other Books You May Enjoy

Summary

In this chapter, we learned the basics of databases and SQL, which are topics that many data scientists encounter in interviews. In fact, as a data scientist, you will almost certainly be quizzed on this topic during interviews. We touched on basic querying concepts, subqueries, joins, window functions, evaluation order, aggregation, filtration, and how to approach complex problems. However, SQL is yet another topic that commands an entire book on its own.

Rest assured that in most cases, there is more than one way to solve a problem, but there are often limited optimal ways to do so. Thus, be sure to spend adequate time practicing the concepts discussed in this chapter. Try not to memorize queries; instead, familiarize yourself with the common use cases explained in this chapter. Follow the aforementioned steps to break down complex problems, but be aware that the order of these steps is not set in stone. Once mastered, you will be able to identify the right query for any...

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