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Building Data Science Solutions with Anaconda

You're reading from Building Data Science Solutions with Anaconda

Product type Book

Published in May 2022

Publisher Packt

ISBN-13 9781800568785

Pages 330 pages

Edition 1st Edition

Languages

Concepts

Author (1):

Dan Meador

Table of Contents (16) Chapters

Preface

1. Part 1: The Data Science Landscape – Open Source to the Rescue

2. Chapter 1: Understanding the AI/ML landscape

3. Chapter 2: Analyzing Open Source Software

4. Chapter 3: Using the Anaconda Distribution to Manage Packages

5. Chapter 4: Working with Jupyter Notebooks and NumPy

6. Part 2: Data Is the New Oil, Models Are the New Refineries

7. Chapter 5: Cleaning and Visualizing Data

8. Chapter 6: Overcoming Bias in AI/ML

9. Chapter 7: Choosing the Best AI Algorithm

10. Chapter 8: Dealing with Common Data Problems

11. Part 3: Practical Examples and Applications

12. Chapter 9: Building a Regression Model with scikit-learn

13. Chapter 10: Explainable AI - Using LIME and SHAP

14. Chapter 11: Tuning Hyperparameters and Versioning Your Model

15. Other Books You May Enjoy

Technical requirements

There are just a few things that we'll need in order to go through this chapter.

The first is that the Anaconda distribution is installed. As we know, this includes Python, conda, Navigator, as well as many other packages used in data science.

We will use the following packages:

SHAP
LIME
pandas
NumPy
Scikit-learn

You should create a new conda environment to install all of these packages. It's recommended to install them all at the beginning, but you can also do so as you get to the relevant part of the chapter.

After you have these things in place, we can look at why we should care about the interpretation of models in the first place.

The rest of the chapter is locked

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Authors (1)

Dan Meador

Dan Meador is an Engineering Manager at Anaconda and is the creator of Conda as well as a champion of open source at Anaconda. With a history of engineering and client facing roles, he has the ability to jump into any position. He has a track record of delivering as a leader and a follower in companies from the Fortune 10 to startups.

See other products by Dan Meador

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