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Derek Zhao's Projects

amazon-movie-recommendation icon amazon-movie-recommendation

This two-part project explores the performance of various collaborative filtering methods for inferring user-item ratings for Amazon's film and TV catalog.

extending-deep-er icon extending-deep-er

This project focuses on DeepER, a deep learning framework for entity resolution (record deduplication). It examines how DeepER performs on benchmark datasets under a variety of conditions and also tests a number of extensions designed to improve DeepER's accuracy.

spotify-song-lyric-analysis icon spotify-song-lyric-analysis

An extended analysis of the evolution of American popular music from 1960 to 2017 using data from the Billboard Year-End Hot 100 charts, lyrics scraped from the web, and Spotify audio features.

timeseries_seq2seq icon timeseries_seq2seq

This repo aims to be a useful collection of notebooks/code for understanding and implementing seq2seq neural networks for time series forecasting. Networks are constructed with keras/tensorflow.

tweetrater icon tweetrater

TweetRater is a personal machine learning project in which an algorithm classifies tweets as either inoffensive, offensive, or hate speech and is then deployed as a web app.

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