Python gets a big data boost from DARPA
Continuum Analytics will extend the widely used NumPy library for distributed systems
IDG News Service - DARPA (the U.S. Defense Advanced Research Projects Agency) has awarded $3 million to software provider Continuum Analytics to help fund the development of Python's data processing and visualization capabilities for big data jobs.
The money will go toward developing new techniques for data analysis and for visually portraying large, multi-dimensional data sets. The work aims to extend beyond the capabilities offered by the NumPy and SciPy Python libraries, which are widely used by programmers for mathematical and scientific calculations, respectively.
More mathematically centered languages such as the R Statistical language might seem better suited for big-data number crunching, but Python offers an advantage of being easy to learn.
"Python is a very easy language to learn for non-programmers," said Peter Wang, president of Continuum Analytics. That's important because most big data analysts will probably not be programmers. If they can learn an easy language, they won't have to rely on an external software development group to complete their analysis, Wang said.
The work is part of DARPA's XData research program, a four-year, $100 million effort to give the Defense Department and other U.S. government agencies tools to work with large amounts of sensor data and other forms of big data.
For the XData project, DARPA awarded funding to about two dozen companies, including the University of Southern California, Stanford University and Lawrence Berkeley National Laboratory. The organizations are encouraged to use each other's technologies to further extend what can be done in big data, Wang said.
DARPA encouraged the funding recipients to release products based on their work and to release their code as open source, so the innovations can be widely used and supported outside of the military. The Defense Department is trying to avoid commissioning software that gets used only by the military, which may then become prohibitively time-consuming and expensive to update.
"With big data systems, you find new things you want to look at every week. You can't wait for that process any more," Wang said.
Headquartered in Austin, Continuum Analytics offers add-on products and services that help organizations use Python for data analysis. The company will use the DARPA money to continue development of a number of add-on technologies it has been working on, including Blaze, Numba and Bokeh, all of which provide advanced features not offered in Python itself.
At the PyData 2012 conference in New York last November, Continuum engineer Stephen Diehl discussed how Blaze would operate, describing the library as a potential successor to NumPy.
NumPy has limitations that Blaze seeks to correct, Diehl said. Most notably, NumPy only offers the ability to store a series of numbers as one continuous string of data. "It is a single buffer, a continuous block of memory. That may be OK for some uses, but the real world is more heterogenous," he said in a presentation.
- Big Data, Big Mess: Sound Risk Intelligence Through Complete Context This paper examines the insecurity of the small businesses in the supply chain and offers tips to close those backdoors into the enterprise.
- CIOs strive to harness Big Data while keeping an eye on the bottom line Read this whitepaper to learn how Red Hat Storage Server allows CIOs to confidently support business growth, manage cost and risk, capitalize on...
- Enterprise architects challenged to manage data explosion Read this whitepaper to find out how Red Hat Storage Server can allow enterprises to quickly and confidently deliver business applications that minimize...
- Software Asset Management: Ensuring Today's Assets Today's trends like BYOD and SaaS are new and exciting in terms of how they will help make our jobs more productive but...
- Live Webcast Charting Your Analytical Future - "Making predictive analytics part of your business processes" Webinar This session will show how predictive analytics can be used throughout the organization by anyone looking for answers and how organizations can make...
- Charting Your Analytical Future - "Making predictive analytics part of your business processes" Webinar This session will show how predictive analytics can be used throughout the organization by anyone looking for answers and how organizations can make...
- Capturing Data in Motion: Delivering Real-Time Insight from Data Streams This webcast will help organizations of all types and sizes learn about a technology and business strategy for tapping into the wealth of... All Business Intelligence/Analytics White Papers | Webcasts
Our new bimonthly Internet of Things newsletter helps you keep pace with the rapidly evolving technologies, trends and developments related to the IoT. Subscribe now and stay up to date!