Set of predictive and exploratory data mining tools. Runs on Hadoop and Storm

• Simple to use
• Input output in CSV format
• Metadata defined in simple JSON file
• Extremely configurable with tons of configuration knobs

• Exploratry analytic including correlation, feature subset selection
• Naive Bayes
• Discrimininant analysis
• Nearest neighbor
• Decision tree and Random Forest
• Association Mining
• Reinforcement learning

The following blogs of mine are good source of details of avenir. These are the only source of detail documentation

• http://pkghosh.wordpress.com/2014/03/12/using-mutual-information-to-find-critical-factors-in-hospital-readmission/
• http://pkghosh.wordpress.com/2014/01/09/boost-lead-generation-with-online-reinforcement-learning/
• http://pkghosh.wordpress.com/2013/11/06/retarget-campaign-for-abandoned-shopping-carts-with-decision-tree/
• http://pkghosh.wordpress.com/2013/10/06/predicting-customer-loyalty-trajectory/
• http://pkghosh.wordpress.com/2013/08/25/bandits-know-the-best-product-price/
• http://pkghosh.wordpress.com/2013/06/29/learning-but-greedy-gambler/
• http://pkghosh.wordpress.com/2013/04/15/smarter-email-marketing-with-markov-model/
• http://pkghosh.wordpress.com/2013/03/18/analytic-is-your-doctors-friend/
• http://pkghosh.wordpress.com/2013/02/19/stop-the-customer-separation-pain-bayesian-classifier/
• http://pkghosh.wordpress.com/2013/01/31/explore-with-cramer-index/
• https://pkghosh.wordpress.com/2015/07/06/customer-conversion-prediction-with-markov-chain-classifier/
• https://pkghosh.wordpress.com/2015/05/11/is-bigger-data-better-for-machine-learning/
• https://pkghosh.wordpress.com/2015/12/13/association-mining-with-improved-apriori-algorithm/
• https://pkghosh.wordpress.com/2016/03/14/is-neural-network-better-off-with-big-data/
• https://pkghosh.wordpress.com/2016/04/13/customer-churn-prediction-with-svm-using-scikit-learn/

Project's resource directory has various tutorial documents for the use cases described in the blogs.

All configuration parameters are described in the wiki page https://github.com/pranab/avenir/wiki/Configuration

Please refer to resource/dependency.txt for build time and run time dependencies

For Hadoop 1

• mvn clean install

For Hadoop 2 (non yarn)

• git checkout nuovo
• mvn clean install

For Hadoop 2 (yarn)

• git checkout nuovo
• mvn clean install -P yarn

Please feel free to email me at pkghosh99@gmail.com

Contributors are welcome. Please email me at pkghosh99@gmail.com