OpenNLP for Text Based Machine Learning Training Course

Course Code

opennlp

Duration

14 hours (usually 2 days including breaks)

Requirements

  • Java programing experience

Overview

The Apache OpenNLP library is a machine learning based toolkit for processing natural language text. It supports the most common NLP tasks, such as language detection, tokenization, sentence segmentation, part-of-speech tagging, named entity extraction, chunking, parsing and coreference resolution.

In this instructor-led, live training, participants will learn how to create models for processing text based data using OpenNLP. Sample training data as well customized data sets will be used as the basis for the lab exercises.

By the end of this training, participants will be able to:

  • Install and configure OpenNLP
  • Download existing models as well as create their own
  • Train the models on various sets of sample data
  • Integrate OpenNLP with existing Java applications

Audience

  • Developers
  • Data scientists

Format of the course

  • Part lecture, part discussion, exercises and heavy hands-on practice

Course Outline

Introduction to Machine Learning and Natural Language Processing

Installing and Configuring OpenNLP

Overview of OpenNLP's Library Structure

Downloading Existing Models

Calling the OpenNLP's APIs

Sentence Detection and Tokenization

Part-of-Speach (POS) Tagging

Phrase Chunking

Parsing

Name Finding

English Coreference

Training the Tools

Creating a Model from Scratch

Extending OpenNLP

Closing remarks

Testimonials

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