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Learn Python by Building Data Science Applications

You're reading from  Learn Python by Building Data Science Applications

Product type Book
Published in Aug 2019
Publisher Packt
ISBN-13 9781789535365
Pages 482 pages
Edition 1st Edition
Languages
Authors (2):
Philipp Kats Philipp Kats
Profile icon Philipp Kats
David Katz David Katz
Profile icon David Katz
View More author details

Table of Contents (26) Chapters

Preface Section 1: Getting Started with Python
Preparing the Workspace First Steps in Coding - Variables and Data Types Functions Data Structures Loops and Other Compound Statements First Script – Geocoding with Web APIs Scraping Data from the Web with Beautiful Soup 4 Simulation with Classes and Inheritance Shell, Git, Conda, and More – at Your Command Section 2: Hands-On with Data
Python for Data Applications Data Cleaning and Manipulation Data Exploration and Visualization Training a Machine Learning Model Improving Your Model – Pipelines and Experiments Section 3: Moving to Production
Packaging and Testing with Poetry and PyTest Data Pipelines with Luigi Let's Build a Dashboard Serving Models with a RESTful API Serverless API Using Chalice Best Practices and Python Performance Assessments Other Books You May Enjoy

Tracking your data and metrics with version control

As with all ML projects, there is always room for improvement—especially if we converge on the actual use case scenario. But let's switch gears and talk about the technical side of the question.

As you probably noticed, in this chapter, we had to constantly iterate, adding and removing features from the data or settings to the model. And again, as we mentioned, only one-third of the initial experiments went into this book. This is probably fine for this toy dataset and this third of the code but eventually, we might be swamped in different versions and iterations of the model.

In Chapter 9, Shell, Git, Conda, and More – at Your Command, of this book, we learned about git—a system that stores versions of code, so you can safely switch to the previous version or even keep work on different versions of...

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