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Shubham Pachori's Projects

text_nn icon text_nn

Text classification models. Used a submodule for other projects.

text_summarization-mmr_and_lexrank icon text_summarization-mmr_and_lexrank

Demonstration of automated summary construction with a) Maximal Marginal Relevance (MMR) as the baseline approach with an aim to reduce redundancy while maintaining query relevance in re-ranking retrieved documents and b) the introduction of sentence salience to identify most important sentences in documents with degree-based approach called LexRank to compute centrality using the similarity graphs.

text_summarizer icon text_summarizer

Applied attention on Sequence to Sequence model for the task of Text Summarizer using Tensorflow's raw_rnn. here, I haven't used Tensorflow's inbuilt seq2seq function. The reason behind is to apply attention mechanism manually.

textmining-1 icon textmining-1

supervised classification (implement feature generation: bag of words, TF-IDF)

textrank-1 icon textrank-1

Python implementation of TextRank algorithm (https://web.eecs.umich.edu/~mihalcea/papers/mihalcea.emnlp04.pdf) for automatic keyword extraction and summarization using Levenshtein distance as relation between text units.

textsegmentation icon textsegmentation

Enrich documents with social fees. The code is adapted from Xu Chen's code.

textsne icon textsne

2-d visualization of high-dimensional input: Python code for rendering t-SNE code with text labels for each point

textsum icon textsum

Preparing a dataset for TensorFlow text summarization (TextSum) model.

textsummarization-1 icon textsummarization-1

Text Summarization in Pytorch The aim of this project is to build a text summarizer that summarize Amazon Reviews.

texttiling icon texttiling

Implementation of the TextTiling algorithm for CS187

textualreconstructor icon textualreconstructor

Training autoencoders to reconstruct text to generate valuable summarizations of sentences or paragraphs

texture_nets icon texture_nets

Code for "Texture Networks: Feed-forward Synthesis of Textures and Stylized Images" paper.

texture_stats icon texture_stats

Calculates and compares perceptual sound texture statistics

textvae icon textvae

Theano code for experiments in the paper "A Hybrid Convolutional Variational Autoencoder for Text Generation."

textvec icon textvec

Text vectorization tool to outperform TFIDF for classification tasks

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