Modeling with Hadoop
Vijay Narayanan, Milind A. Bhandarkar · 2011
Apache Hadoop has become the platform of choice for developing large-scale data-intensive applications. In this tutorial, we will discuss the design philosophy and architecture of Hadoop, describe how to design and develop Hadoop applications and higher-level application frameworks to crunch several terabytes of data, and describe some uses of Hadoop for practical data mining and modeling applications. We will describe how to run some common data mining algorithms on Hadoop, provide examples of large scale model training and scoring systems in the internet domain, and a demonstration of a simple modeling task end to end.