Learn Python by Building Data Science Applications: A fun, project-based guide to learning Python 3 while building real-world apps
Author:   Philipp Kats ,  David Katz
Publisher:   Packt Publishing Limited
ISBN:  

9781789535365


Pages:   482
Publication Date:   30 August 2019
Format:   Paperback
Availability:   Available To Order   Availability explained
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Learn Python by Building Data Science Applications: A fun, project-based guide to learning Python 3 while building real-world apps


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Author:   Philipp Kats ,  David Katz
Publisher:   Packt Publishing Limited
Imprint:   Packt Publishing Limited
ISBN:  

9781789535365


ISBN 10:   1789535360
Pages:   482
Publication Date:   30 August 2019
Audience:   General/trade ,  General
Format:   Paperback
Publisher's Status:   Active
Availability:   Available To Order   Availability explained
We have confirmation that this item is in stock with the supplier. It will be ordered in for you and dispatched immediately.

Table of Contents

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 Models Metrics pipelines and experiments Packaging and testing with poetry and pytest Data Pipelines with Luigi Lets build a dashboard Serving models with Rest API Serverless API using Chalice Best practices and Python performance

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Author Information

Philipp Kats is a researcher at the Urban Complexity Lab, NYU CUSP, a research fellow at Kazan Federal University, and a data scientist at StreetEasy, with many years of experience in software development. His interests include data analysis, urban studies, data journalism, and visualization. Having a bachelor's degree in architectural design and a having followed the rocky path (at first) of being a self-taught developer, Philipp knows the pain points of learning programming and is eager to share his experience. David Katz is a researcher and holds a Ph.D. in mathematics. As a mathematician at heart, he sees code as a tool to express his questions. David believes that code literacy is essential as it applies to most disciplines and professions. David is passionate about sharing his knowledge and has 6 years of experience teaching college and high school students.

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