Derek Zhao's repositories
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.
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.
machine-learning-implementations
A collection of common learning algorithms implemented from scratch using Python.
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.
polling-error-correction
This personal machine learning project classifies voters and non-voters to improve polling accuracy.
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.
courses
fast.ai Courses
Deep-Learning-Papers-Reading-Roadmap
Deep Learning papers reading roadmap for anyone who are eager to learn this amazing tech!
disentangled_vae
Replicating "Understanding disentangling in β-VAE"
keras-seq-2-seq-signal-prediction
An implementation of a sequence to sequence neural network using an encoder-decoder
spark-pycon15
Materials for my Spark tutorial at Pycon 2015
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.