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