"In pioneer days they used oxen for heavy pulling, and when one ox couldn't budge a log, they didn't try to grow a larger ox. We shouldn't be trying for bigger computers, but for more systems of computers." | ||
--Grace Hopper |
So far in this book, we discussed various deep neural network models and their concepts, applications, and implementation of the models in distributed environments. We have also explained why it is difficult for a centralized computer to store and process vast amounts of data and extract information using these models. Hadoop has been used to overcome the limitations caused by large-scale data.
As we have now reached the final chapter of this book, we will mainly discuss the design of the three most commonly used machine learning applications. We will explain the general concept of large-scale video processing, large-scale image processing, and natural language processing using the Hadoop framework.
The organization...