Practical Data Science with Python

Practical Data Science with Python

Learn tools and techniques from hands-on examples to extract insights from data

George, Nathan

Packt Publishing Limited

09/2021

620

Mole

Inglês

9781801071970

15 a 20 dias

Descrição não disponível.
Table of Contents

Introduction to Data Science
Getting Started with Python
SQL and Built-in File Handling Modules in Python
Loading and Wrangling Data with Pandas and NumPy
Exploratory Data Analysis and Visualization
Data Wrangling Documents and Spreadsheets
Web Scraping
Probability, Distributions, and Sampling
Statistical Testing for Data Science
Preparing Data for Machine Learning: Feature Selection, Feature Engineering, and Dimensionality Reduction
Machine Learning for Classification
Evaluating Machine Learning Classification Models and Sampling for Classification
Machine Learning with Regression
(N.B. Please use the Look Inside option to see further chapters)
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