Deep Learning Program and Machine Learning

November 15th, 2010

DARPA deep learning program now expands machine learning research towards detecting and identifying objects with equal or higher than human level.

The Deep Learning program, DARPA is conducting basic research into hierarchical machine perception and analysis, and applications in visual, acoustic and somatic sensor processing for detection and classification of objects and activities.

[Read More DARPA]

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Google’s new tools for display ads with a touch of machine learning

October 17th, 2010

Machine Learning at its best, with Google using machine learning technology in the new ad optimization and targeting tools is a huge step for the company towards its true automated ad solutions offering goals.

The Display Campaign Optimizer and Contextual Targeting Tool are the two new tools. They help advertisers reach performance goals and simplify the overall buy and sell system. Display Campaign Optimizer manages targeted bids to generate more conversions such as sales or leads by finding the correct sites which improve performance in real time. The Contextual Targeting Tool automates the task of determining the keywords to target the words that work, so advertisers can build campaigns in minutes rather than hours.

[Read More at Media Post ]

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Space…Go data mining go!

October 17th, 2010

With many stars being born every day, and many more dieing and disappearing, the space is a massive challenge to deal with. Today, thanks to digital photography astronomers get to spend more time making sense of the sky, than just gazing at it with telescope every night.  The best thing that astronomer say, is the use of data mining and statistic techniques, which makes their job a lot easier.

Some key facts:

  • Key goal is learning about the changing sky faster and more efficiently.
  • Typically, 1.5 Million new observations every night.
  • Machine learning algorithms which recognize different galaxy types ranging from spiral to elliptical are improving and aiding the process very efficiently.
  • Its also important to note that more data also means increased problem space.

[ Read  more at Space]

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Data Mining Trends

September 21st, 2010

A trends statistics from google for search volume of data mining is as follows:

http://www.google.com/trends?q=Data+mining&ctab=0&geo=all&date=all

Topics of Interest:

A:  Business Intelligence and Data Mining
B: Data mining tells government and business a lot about you
C: Data mining is commonly used in business to find patterns
D: `Data mining’ may implicate innocent people in search for terrorists
E: ‘Data mining’ for drug companies goes to courts
F: IMS Health stock falls, as data mining ban pitched

Ranking according to countries (South Asia) of interest in datamining :
Country Ranking
India 1
Pakistan 2
Taiwan 3
Hong Kong 4
Iran 5
Indonesia 6
Singapore 7
South Korea 8
Malaysia 9
Thailand 10

A survey in 2010, for the data mining tools used revealed the interest of consumers in different data mining tools as follows:

This poll was conducted by KDnuggets ::http://www.kdnuggets.com/polls/2010/data-mining-analytics-tools.html and about 900 unique Data miners voted in the poll , but each were allowed multiple votes.

RapidMiner (345) 37.8%
R (272) 29.8%
Excel (222) 24.3%
KNIME (175) 19.2%
Your own code (168) 18.4%
Pentaho/Weka (131) 14.3%
SAS (110) 12.0%
MATLAB (84) 9.2%
IBM SPSS Statistics (72) 7.9%
Other free tools (67) 7.3%
IBM SPSS Modeler (former Clementine) (67) 7.3%
Microsoft SQL Server (63) 6.9%
Statsoft Statistica (57) 6.2%
Other commercial tools (56) 6.1%
SAS Enterprise Miner (50) 5.5%
Zementis (34) 3.7%
Orange (25) 2.7%
Oracle DM (19) 2.1%
KXEN (19) 2.1%
Salford CART Mars other (15) 1.6%
VisuaLinks (12) 1.3%
Viscovery (10) 1.1%
Angoss (8) 0.9%
TIBCO Insightful Miner (7) 0.8%
Miner3D (7) 0.8%
REvolution Computing (4) 0.4%
Megaputer Polyanalyst/TextAnalyst (3) 0.3%
Portrait Software (2) 0.2%
Data Applied (2) 0.2%
Centrifuge (2) 0.2%
PRSD Studio (1) 0.1%
Clario Analytics (1) 0.1%
Bayesia (1) 0.1%

Open Source Data mining tools:
Well, even open source data mining is on the rise. Weka , Orange , Rattle and Rapid miner are few open source software to name. The recent trends in use of data mining software also supports Open Source in a big way, the following is an analysis by KDnuggets which indicates the choice of type of software by users of various countries.

Manu C, Student Content Intern.

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