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vrnanshuman's Projects

aspect-document-similarity icon aspect-document-similarity

Implementation, trained models and result data for the paper "Aspect-based Document Similarity for Research Papers" #COLING2020

fantasy-premier-league icon fantasy-premier-league

Creates a .csv file of all players in the English Player League with their respective team and total fantasy points

kubernetes-ci-cd icon kubernetes-ci-cd

https://www.linux.com/blog/learn/chapter/Intro-to-Kubernetes/2017/5/set-cicd-pipeline-kubernetes-part-1-overview

litbank icon litbank

Annotated dataset of 100 works of fiction to support tasks in natural language processing and the computational humanities.

machine-translation icon machine-translation

Built a custom deep neural network model using layers like simple RNNs, Bidirectional RNNs and RNNs with embedding, that functions as part of an end-to-end machine translation pipeline. The pipeline accepts English text as input and return the French translation with an accuracy of 96.84%.

pos-tagger-hmm icon pos-tagger-hmm

Used the Pomegranate library to build a hidden Markov model (accuracy 95.96%) for part of speech tagging with a universal target.

sf-crime-rate-spark icon sf-crime-rate-spark

Statistical analyses of the SF Crime Rate data using Apache Spark Structured Streaming

speech-recognition-with-nn icon speech-recognition-with-nn

Used the LibriSpeech dataset to train and evaluate a custom deep neural network using CNNs and Bidirectional RNNs, that functions as part of an end-to-end automatic speech recognition (ASR) pipeline to convert raw audio into feature representations like spectrograph and MFCC and finally convert them into transcribed text.

stonybook icon stonybook

Code for the Stony Book annotation pipeline

udacity icon udacity

This is collection of my solutions for homeworks and projects presented in various Udacity courses that I have completed.

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