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@ -156,30 +156,29 @@ A curated list of awesome Java frameworks, libraries and software. Inspired by [
*Libraries that simplify JSON processing* *Libraries that simplify JSON processing*
* [Google Gson](https://code.google.com/p/google-gson/) * [Google Gson](https://code.google.com/p/google-gson/)
* [Jackson](http://wiki.fasterxml.com/JacksonHome) - * [Jackson](http://wiki.fasterxml.com/JacksonHome)
## Logging ## Logging
*Libraries that log the behavior of an application* *Libraries that log the behavior of an application*
* [Apache Log4j](http://logging.apache.org/log4j/)
* [SLF4J](http://www.slf4j.org/) - An abstraction layer which is to be used with an implementation * [SLF4J](http://www.slf4j.org/) - An abstraction layer which is to be used with an implementation
* [Log4j](http://logging.apache.org/log4j/)
* [Logback](http://logback.qos.ch/) * [Logback](http://logback.qos.ch/)
## Machine Learning ## Machine Learning
*Tools that allow to learn from data via a set of specific algorithms* *Tools that allow to learn from data via a set of specific algorithms*
* [Apache Mahout](https://mahout.apache.org/) * [Apache Mahout](https://mahout.apache.org/) - Scalable algorithms focused on collaborative filtering, clustering and classification
* [Apache Spark](http://spark.apache.org/) * [Apache Spark](http://spark.apache.org/) - Open-source data analytics cluster computing framework
* [Mallet](http://mallet.cs.umass.edu/) * [Weka](http://www.cs.waikato.ac.nz/ml/weka/) - Collection of algorithms for data mining tasks ranging from pre-processing to visualization
* [Weka](http://www.cs.waikato.ac.nz/ml/weka/)
## MapReduce ## MapReduce
*Libraries that provide access to the MapReduce model* *Libraries that provide access to the MapReduce model*
* [Apache Hadoop](http://hadoop.apache.org/) * [Apache Hadoop](http://hadoop.apache.org/) - Open-source software framework for storage and large-scale processing of data-sets on clusters of commodity hardware
## Messaging ## Messaging
@ -201,8 +200,9 @@ A curated list of awesome Java frameworks, libraries and software. Inspired by [
*Libraries that are specialized on processing text* *Libraries that are specialized on processing text*
* [Apache OpenNLP](https://opennlp.apache.org/) * [Apache OpenNLP](https://opennlp.apache.org/) Toolkit for common tasks like tokenization
* [LingPipe](http://alias-i.com/lingpipe/) * [LingPipe](http://alias-i.com/lingpipe/) - Toolkit for a variety of tasks ranging from POS tagging to sentiment analysis
* [Mallet](http://mallet.cs.umass.edu/) - Statistical natural language processing, document classification, clustering, topic modeling, etc.
## ORM ## ORM
@ -263,7 +263,7 @@ A curated list of awesome Java frameworks, libraries and software. Inspired by [
## Testing ## Testing
*Tools that test from object to interface level* *Tools that test from object to interface level including performance and other benchmarks*
* [Apache JMeter](http://jmeter.apache.org/) - Functional testing and performance measurements * [Apache JMeter](http://jmeter.apache.org/) - Functional testing and performance measurements
* [Mockito](http://code.google.com/p/mockito/) * [Mockito](http://code.google.com/p/mockito/)
@ -339,7 +339,7 @@ A curated list of awesome Java frameworks, libraries and software. Inspired by [
## Communities ## Communities
* [r/java](http://www.reddit.com/r/java) - Subreddit for the Reddit Java community * [r/java](http://www.reddit.com/r/java) - Subreddit for the Java community
## Influental Books ## Influental Books