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Omar AL-Janabi's Projects

question-generation icon question-generation

Given a sentence automatically generate reading comprehension style factual questions from that sentence, such that the sentence contains answers to those questions.

scan icon scan

Sentence Constituent-Aware Aspect-Category Sentiment Analysis with Graph Attention Networks (NLPCC 2020)

semeval icon semeval

Code for competing in some tasks in SemEval 2014

semeval-1 icon semeval-1

Code for the PRHLT participation in SemEval

semeval2014-competition icon semeval2014-competition

This is my solution to the SentEval2014 event. The event was basically a challenge to create a sentiment analysis model for twitter, and the winner was NRC-Canada

sentencetriplet icon sentencetriplet

Python implementation on extracting subject, predicate and object from sentences.

shdp icon shdp

Nonparametric Topic Modeling with Word Vectors

tripadvisor icon tripadvisor

TripAdvisor customer review data for brand positioning analyses. The data are of two kinds, numerical ratings that reviewers gave to hotels they stayed in, and things they said about their hotels in the form of text data. The kind of analysis that the data you'll prepare will be used for is called perceptual mapping. Different kinds of analytic methods are used to do perceptual mapping. The data is in some number json files. Each file contains data for one hotel.

word-embeddings icon word-embeddings

Approximate Skip-gram word embeddings via positive pointwise mutual information and singular value decomposition

yelp_review_analysis icon yelp_review_analysis

Analyzed user reviews from yelp to perform natural language processing such as analyzing lexical diversity in the text, linguistic trends in various states over a time period. Identified aspects by performing sentence segmentation and tokenization, Part of Speech tagging (POS), dependency parsing and Named Entity Recognition (NER) and Latent Dirichlet Allocation algorithm (LDA) to identify topics in the corpus

zhusuan icon zhusuan

A Library for Bayesian Deep Learning, Generative Models, Based on Tensorflow

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