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You are here: Home ▶ Limited-Time Offers ▶ Learn Python by Building Data Science Applications

Learn Python by Building Data Science Applications

September 12, 2021

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

Download Free PDF / Read Online

Author(s): Philipp Kats , David Katz
Publisher: Packt Publishing
Published: August 2019
Format(s): Online
File size: –
Number of pages: 482
Download / View Link(s): This offer has ended.
Free as of 01/03/2021 09/12/2021.

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