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  • šŸ‘‹ Hi, Iā€™m @charlesmpan, a data science student
  • šŸ‘€ Iā€™m interested in data science and anything that's interesting/fun to learn
  • šŸ’žļø Feel free to look through my repository regarding any projects or things I git cloned out.
  • šŸ“« You can reach me by email ([email protected]) or my linkedin (https://www.linkedin.com/in/charles-pan-/)

Charles Pan's Projects

filmstudiomovierec icon filmstudiomovierec

Worked with six different datasets from multiple companies such as IMDB, Rotten Tomato, etc. to explore a merged dataset, create visualizations, and produce a recommendation for a film studio such as movie release timing, actor, actress, director, movie genre, etc.

h1n1seasonalflupred icon h1n1seasonalflupred

Utilized pipelines and grid searches to build multiple models (LogReg/KNN/RandomForest) and select the best performing one for predicting whether a person was vaccinated or not

seattlehousingpricepredictor icon seattlehousingpricepredictor

Linear regression model that predicts the Seattle House Price based off certain features with more than ten different combinations of features with low collinearity to each other.

steamrecommender icon steamrecommender

A Steam Recommender System built off cosine-similarity from the surprise library that utilizes Streamlit as a web-based interface. Users just input one to four games, and the number of recommendations, and the recommender system will output recommendations and details regarding each rec.

tweetsentimentpredictor icon tweetsentimentpredictor

A Negative/Positive Tweet Sentiment Logistic Regression Predictor that analyzes and breaks down Tweets utilizing Natural Language Processing to lemmatize and remove stopwords and predict whether a Tweet is Positive or Negative

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