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Pragya Arora's Projects

backpropagation icon backpropagation

A two-layer perceptron with the backpropagation algorithm to solve the parity problem

drishti icon drishti

Drishti is an Amazon Echo app, which when triggered with voice commands, reads out text from images. The text recognition part was done using Google’s Vision APIs. Amazon AWS Lambda was used to host the backend using a serverless architecture and an Alexa SkillSet was developed for interfacing the voice commands for Echo device.

id3 icon id3

ID3 decision tree learning algorithm

partofspeechtagger icon partofspeechtagger

Implement Structured Perceptron and Viterbi Algorithms for part-of-speech tagging

radialbasisfunction icon radialbasisfunction

RBF network for one input variable, one output variable and Gaussian basis functions

sgd-brainimagedata icon sgd-brainimagedata

Implement stochastic gradient descent for Logistic and Hinge loss to predict whether a human subject is viewing a picture or reading a sentence from their fMRI brain image data

word2vec icon word2vec

Word2Vec models (Skip-gram, CBOW) with negative sampling

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