图书名称:Python Data Science Essentials - Learn the fundamentals of Data Science with Python
作者:Alberto Boschetti, Luca Massaron
出版社:Packt Publishing
页数:216
出版时间:2015
语言:English
格式:mobi
内容简介:
Key Features
- Quickly get familiar with data science using Python
- Save time - and effort - with all the essential tools explained
- Create effective data science projects and avoid common pitfalls with the help of examples and hints dictated by experience
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
Luca Massaron is a data scientist and marketing research director who specializes in multivariate statistical analysis, machine learning, and customer insight, with over a decade of experience in solving real-world problems and generating value for stakeholders by applying reasoning, statistics, data mining, and algorithms.
Table of Contents
- First Steps
- Data Munging
- The Data Science Pipeline
- Machine Learning
- Social Network Analysis
- Visualization
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