Learn Python by Building Data Science Applications

Complete with step-by-step instructions, Learn Python by Building Data Science Applications contains easy-to-follow tutorials to help you learn Python and develop real-world data science projects. The “secret sauce” of the book is its curated list of topics and solutions, put together using a range of real-world projects, covering initial data collection, data analysis, and production. (Limited-time offer)

Table of Contents

• 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
• Python for Data Applications
• Data Cleaning and Manipulation
• Data Exploration and Visualization
• Training a Machine Learning Model
• Improving Your Model – Pipelines and Experiments
• 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

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