Git Product home page Git Product logo

Deepanjan Bhattacharyya's Projects

blog-site icon blog-site

Blog Website from scratch using Mongo/Mongoengine/Flask

parallelising_nlp_tasks_using_map-reduceparadigm icon parallelising_nlp_tasks_using_map-reduceparadigm

Natural Language Processing(NLP) refers to the applications that deal with natural language in a way or other. The proposed system tries to parallelise NLP tasks using map-reduce paradigm. MapReduce is a framework for per- forming data-intensive computations in parallel on commodity computers. The main NLP tasks that the proposed system performs are POS tagging, Stemming, Stopword Removal, Named-entity recognition and Sentimental analysis. The MapReduce algorithm is implemented in Hadoop which is an open source framework for writing and running distributed applications that process large amounts of data. If tasks like POS tagging and Stemming are done sequentially, it may take a lot of time. This is where Hadoop is relevant. Hadoop scales up linearly to handle larger data sets by adding more nodes to the cluster. It also allows users to quickly write efficient parallel code. Keywords: Map-Reduce, NLP, Hadoop, POS Tagging, Stemming, Stopword Removal, Named-Entity Recognition, Sentimental Analysis

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.