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Alberto Boschetti, Luca Massaron - Python Data Science Essentials [2015, PDF/EPUB/MOBI, ENG]

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Post 20-Sep-2016 01:00

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Python Data Science Essentials
Год издания: 2015
Автор: Alberto Boschetti, Luca Massaron
Жанр или тематика: Программирование
Издательство: Packt Publishing
ISBN: 9781785280429
Язык: Английский
Формат: PDF/EPUB/MOBI
Качество: Издательский макет или текст (eBook)
Интерактивное оглавление: Да
Количество страниц: 258
Описание: The book starts by introducing you to setting up your essential data science toolbox. Then it will guide you across all the data munging and preprocessing phases. This will be done in a manner that explains all the core data science activities related to loading data, transforming and fixing it for analysis, as well as exploring and processing it. Finally, it will complete the overview by presenting you with the main machine learning algorithms, the graph analysis technicalities, and all the visualization instruments that can make your life easier in presenting your results.
In this walkthrough, structured as a data science project, you will always be accompanied by clear code and simplified examples to help you understand the underlying mechanics and real-world datasets.
What You Will Learn
- Set up your data science toolbox using a Python scientific environment on Windows, Mac, and Linux
- Get data ready for your data science project
- Manipulate, fix, and explore data in order to solve data science problems
- Set up an experimental pipeline to test your data science hypothesis
- Choose the most effective and scalable learning algorithm for your data science tasks
- Optimize your machine learning models to get the best performance
- Explore and cluster graphs, taking advantage of interconnections and links in your data

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Оглавление

Table of Contents
1: First Steps
2: Data Munging
3: The Data Science Pipeline
4: Machine Learning
5: Social Network Analysis
6: Visualization
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