عنوان

Introduction to data science :

3319500171

9783319500171

3319500163

9783319500164

bnb

b624002

Introduction to data science :

[Book]

a Python approach to concepts, techniques and applications /

Laura Igual, Santi Seguí ; with contributions from Jordi Vitrià [and others].

Cham, Switzerland :

Springer,

2017.

1 online resource

Undergraduate topics in computer science,

1863-7310

Includes bibliographical references and index.

Introduction to Data Science -- Toolboxes for Data Scientists -- Descriptive statistics -- Statistical Inference -- Supervised Learning -- Regression Analysis -- Unsupervised Learning -- Network Analysis -- Recommender Systems -- Statistical Natural Language Processing for Sentiment Analysis -- Parallel Computing.

0

This accessible and classroom-tested textbook/reference presents an introduction to the fundamentals of the emerging and interdisciplinary field of data science. The coverage spans key concepts adopted from statistics and machine learning, useful techniques for graph analysis and parallel programming, and the practical application of data science for such tasks as building recommender systems or performing sentiment analysis. Topics and features: Provides numerous practical case studies using real-world data throughout the book Supports understanding through hands-on experience of solving data science problems using Python Describes techniques and tools for statistical analysis, machine learning, graph analysis, and parallel programming Reviews a range of applications of data science, including recommender systems and sentiment analysis of text data Provides supplementary code resources and data at an associated website