| Description |
1 online resource |
| Summary |
This book will teach Python to complete beginners through a set of 3 practical projects. Its content goes over developing a handful of scripts, performing data analysis, train machine learning models and roll them into production. We will further outline the advanced topics and direct readers to relevant resources. |
| Bibliography |
Includes bibliographical references and index. |
| Contents |
Learn Python by building data science applications: a fun, project-based guide to learning Python 3 while building real-world apps -- Contributors -- Table of Contents -- Preface -- Section 1: Getting Started with Python -- Chapter 1: Preparing the Workspace -- Chapter 2: First Steps in Coding -- Variables and Data Types -- Chapter 3: Functions -- Chapter 4: Data Structures -- Chapter 5: Loops and Other Compound Statements -- Chapter 6: First Script -- Geocoding with Web APIs -- Chapter 7: Scraping Data from the Web with Beautiful Soup 4 -- Chapter 8: Simulation with Classes and Inheritance -- Chapter 9: Shell, Git, Conda, and More -- at Your Command -- Section 2: Hands-On with Data -- Chapter 10: Python for Data Applications -- Chapter 11: Data Cleaning and Manipulation -- Chapter 12: Data Exploration and Visualization -- Chapter 13: Training a Machine Learning Model -- Chapter 14: Improving Your Model -- Pipelines and Experiments -- Section 3: Moving to Production -- Chapter 15: Packaging and Testing with Poetry and PyTest -- Chapter 16: Data Pipelines with Luigi -- Chapter 17: Let's Build a Dashboard -- Chapter 18: Serving Models with a RESTful API -- Chapter 19: Serverless API Using Chalice -- Chapter 20: Best Practices and Python Performance -- Appendix: Assessments -- Other Books You May Enjoy -- Index. |
| Local Note |
eBooks on EBSCOhost EBSCO eBook Subscription Academic Collection - North America |
| Subject |
Python (Computer program language)
|
|
Python (Computer program language) |
| Added Author |
Katz, David, author.
|
| Other Form: |
Print version: Kats, Philipp. Learn Python by Building Data Science Applications : A Fun, Project-Based Guide to Learning Python 3 While Building Real-world Apps. Birmingham : Packt Publishing, Limited, ©2019 9781789535365 |
| ISBN |
1789533066 (electronic book) |
|
9781789533064 (electronic bk.) |
|
9781789535365 |
|
