Network Data Analytics
A Hands-On Approach for Application Development
Paperback Engels 2018 9783030085445Samenvatting
In order to carry out data analytics, we need powerful and flexible computing software. However the software available for data analytics is often proprietary and can be expensive. This book reviews Apache tools, which are open source and easy to use. After providing an overview of the background of data analytics, covering the different types of analysis and the basics of using Hadoop as a tool, it focuses on different Hadoop ecosystem tools, like Apache Flume, Apache Spark, Apache Storm, Apache Hive, R, and Python, which can be used for different types of analysis. It then examines the different machine learning techniques that are useful for data analytics, and how to visualize data with different graphs and charts. Presenting data analytics from a practice-oriented viewpoint, the book discusses useful tools and approaches for data analytics, supported by concrete code examples. The book is a valuable reference resource for graduate students and professionals in related fields, and is also of interest to general readers with an understanding of data analytics.
Specificaties
Lezersrecensies
Inhoudsopgave
Introduction to Data Analytics
Introduction to Hadoop
Data Analytics with Map Reduce
Part II: Tools for Data Analytics
Apache Pig
Apache Hive
Apache Spark
Apache Flume
Apache Storm
Python
R
Part III: Machine Learning for Data Analytics
Basics of Machine Learning
Linear Regression
Logistic Regression
Machine Learning on Spark
Part IV: Exploring and Visualizing Data
Introduction to Visualization Principles of Data Visualization
Visualization Charts
Popular Visualization Tools
Data Visualization with Hadoop
Part V: Case Studies
Product Recommendation
Market Basket Analysis
Rubrieken
- advisering
- algemeen management
- coaching en trainen
- communicatie en media
- economie
- financieel management
- inkoop en logistiek
- internet en social media
- it-management / ict
- juridisch
- leiderschap
- marketing
- mens en maatschappij
- non-profit
- ondernemen
- organisatiekunde
- personal finance
- personeelsmanagement
- persoonlijke effectiviteit
- projectmanagement
- psychologie
- reclame en verkoop
- strategisch management
- verandermanagement
- werk en loopbaan
