<?xml version="1.0" encoding="utf-8"?><!DOCTYPE article  PUBLIC '-//OASIS//DTD DocBook XML V4.4//EN'  'http://www.docbook.org/xml/4.4/docbookx.dtd'><article><articleinfo><title>DeepEvents</title><revhistory><revision><revnumber>3</revnumber><date>2019-09-21 11:23:39</date><authorinitials>LukaszKobylinski</authorinitials><revremark>Revert to revision 1.</revremark></revision><revision><revnumber>2</revnumber><date>2019-09-21 11:21:49</date><authorinitials>LukaszKobylinski</authorinitials></revision><revision><revnumber>1</revnumber><date>2017-10-23 13:27:05</date><authorinitials>LukaszKobylinski</authorinitials></revision></revhistory></articleinfo><section><title>DeepEvents</title><para>Event identification in Polish, based on deep neural networks. </para><section><title>Author</title><para>Michał Wasiluk </para></section><section><title>Downloads</title><para>You can download the current distribution package from <ulink url="https://github.com/mwasiluk/ipi-deep-event-detection">GitHub repository</ulink>. </para></section><section><title>Documentation</title><para>DeepEvents uses: </para><itemizedlist><listitem><para>Keras and Tensorflow libraries, </para></listitem><listitem><para>Liner2 to read/write documents and feature extraction, </para></listitem><listitem><para>word2vec models for Polish. </para></listitem></itemizedlist><section><title>Running:</title><para>src/event_detector.py </para></section><section><title>Help:</title><para>src/event_detector.py --help </para></section><section><title>Training the model:</title><para>python src/event_detector.py -t -c config/config.json -m models/model_multi_class -i batch:ccl ../sytuacje/2015-10-09-kpwr-1.2.7-events/index_events.txt </para></section><section><title>Evaluation (pipe mode):</title><para>python src/event_detector.py  -c config/config.json -m models/model_m -i batch:ccl ../sytuacje/index_events_test1.txt out/out.txt </para></section></section></section></article>