Tech Projects and Demos

Data Science, Natural Language Processing (NLP) Projects

These use Machine Learning, Deep Learning , Data Science knowledge and are connected to the Natural Language Processing (NLP) topics in some way. Most techniques are transferable to other topics as Deep Learning, Machine Learning techniques can be applied across different topics.

I have divided the projects into

Data Science Projects - Involving usage of Python, R. Many of these are related to NLP.
Core NLP Projects - Java based for core NLP topics

Note: The tables are searchable by words and columns can be sorted by clicking on the column names

Data Science Projects

Area	Description	Keywords	Links	Year
Data Science, Deep Learning, NLP	Deep Learning based Spam Filter on Enron+ Spam Assassin public dataset and comparison with SVM, Random Forest, Xgboost models	Topics : Deep Learning, NLP, Machine Learning, TF-IDF, Random Forest, Xgboost, SVM Development : Python, Tensorflow, Numpy, Pandas, Scikit	Report Code	2017
Data Science, Deep Learning, NLP	Semantic Role Labeling (SRL) system using Deep Learning - Bidirectional LSTM network in Paddle Framework	Topics : NLP, Deep Learning Development : Python, Paddle, Numpy, Scikit	Report Code	2017
Unsupervised Clustering for text	Implementations of few clustering algorithms for text and some tests on subset of dataset of Wikipedia pages. Nearest Neighbour Search K-means, Kmeans++ Latent Dirichlet Allocation (Mixed membership Modeling ) for Text Data	Topics : Machine Learning, K-means, Kmeans++, Nearest Neighbour Search, LDA Development : Python, Numpy, Graphlab	Code Reports : Nearest Neighbour Search Kmeans Latent Dirichlet Allocation	2017
Deep Learning	Neural Network implemented from scratch	Topics : Deep Learning Development : Python, Numpy, Pandas, Scikit	Code	2017
NLP, Machine Learning	Semantic Role Labeling (SRL) system using Machine Learning - Pipeline of multiple logistic regression models. Also trainable models for Part of speech , Dependnecy Parsing	Topics : NLP, Machine Learning Development : Java, LibLinear, Play Framework, Docker, Web Services	Code Report	2016
Data Science	Projects and tasks related to The Data Scientist’s Toolbox	Topics : Predictive analytics, Reproducible research, Statistical Inference Development : R	Reports	2015
Data Science	Compound intereste calculator made using R and Shiny, Web Application Framework for R. You can read a small report here	Topics : Data Products, R Application Development : R, Shiny	Demo Code Reports	2015

Showing 1 to 7 of 7 entries

At broader level i have worked on following topics :

I have worked on core topics in NLP :

Syntactic and Semantic Analysis using Syntactic Parse Trees , Dependency Parsing, Linguistic Knowledge
Relation Extraction, Semantic Role Labeling
Named Entities Recognition (NER), Knowledge Graphs , Ontologies
Discourse analysis at Sentence , Paragraph, Document Level for text
Question Answering, Question Generation, Natural Language Generation (NLG)

Area	Description	Keywords	Links	Year
NLP Core	Various Modules from NLP Pipeline	Topics : NLP, Syntax Trees, Named Entities Recognition (NER), Discourse Analysis, Linguistics, Wordnet Development : Java	Demo	2016
Grammar Analysis	Grammar Analysis of English Sentences using Syntactic Rules based on English Grammar. The System is designed to be generic using only standard english grammar rules.	Topics : NLP, Syntax Trees, Named Entities Recognition (NER), Discourse Analysis, Linguistics, Wordnet Development : Java	Demo	2016
Google Chrome Extension	Text Analyzer Extension can provide grammatical and semantic information for the selected text in English directly in Google chrome browser	Topics : Google Chrome Extension Development : Javascript, Ajax, Html	Report Code	2015
Gate Plugins	Creating plugin for Gate .	Topics : NLP, Information Extraction, Development : Javascript, Ajax, Html	Code	2014
NLP Pipeline	Information Extraction System can perform NLP tasks like Named Entity Recognition, Sentence Simplification, Relation Extraction etc.	Topics : NLP, Information Extraction, Development : Javascript, Ajax, Html	Code	2013

Showing 1 to 5 of 5 entries

Data Science, Natural Language Processing (NLP) Projects

Data Science Projects

Area

Description

Keywords

Links

Year

Core Natural Language Processing (NLP) Related

Area

Description

Keywords

Links

Year