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Zhanna R's Projects

airs icon airs

Android Remote Sensing Platform

anki-eeg icon anki-eeg

Using EEG data, we train a classifier to determine whether the brain is in a good or bad state for learning

dsp icon dsp

data science preparation

facebook-network-analysis-big5-personality icon facebook-network-analysis-big5-personality

Analyzed users’ Big 5 personality traits to predicting network centrality within organic Facebook friend networks using linear regression with lasso regularization and k-folds cross validation.

media-bias-nlp-clustering icon media-bias-nlp-clustering

Revealing the Omitted - An Exploration of Media Bias in the news coverage of Obamacare. Employs Selenium and BeautifulSoup to scrape over 160k articles across over 8k publishers on Obamacare. Uses TF-IDF and LDA to perform topic modeling which revealed what’s theoretically omitted in a given article and systematically underrepresented at a publisher level.

moves icon moves

Python API Client for the Moves app

movielens-pt2-collaborative-filtering-recommender-systems-graphlab icon movielens-pt2-collaborative-filtering-recommender-systems-graphlab

Used collaborative filtering to produce a movie ratings classifier and recommender. Used the Netflix Prize's top 10 performers to perform benchmarking and placed 6th. Also explored content-filtering models using dimensionality reduced features and k-means, naive bayes, decision trees, and random forests classifiers in separate repo: MovieLens-Pt1-Content-Filtering-Recommender-Systems-Pandas-SKlearn

nobelprize icon nobelprize

This repository is about making predictions of nobel prize winners in literature.

pandas_tricks icon pandas_tricks

A guide to useful pandas features for intermediate-level data mungers

pickles-n-notebooks icon pickles-n-notebooks

These are functions which can be used to extract the input pickles that an IPYNB notebook might leverage, and all the output pickles it might ouput.

podscript icon podscript

The goal of this project is to input mp3 files and output a txt file transcript with each of the speakers easily demarcated.

subway-tech-analysis icon subway-tech-analysis

NYC Subway and Technology Centers Analysis -- Applied Google Maps API and web-scraping tools to gather subway station and technology startup GPS locations. Created multi-layered map of subway tra c, tech centers, and income data using CartoDB.

thinkstats2 icon thinkstats2

Text and supporting code for Think Stats, 2nd Edition

wheretolive icon wheretolive

Designed to be an optimization agent for the following criterias:

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