Personal Projects

Bayesian Marketing

Bayesian Modeling of Marketing Campaign Success

Used Bayesian logistic regression to model subscription probability and assess demographics impact on decisions.

Tech: Python, CmdStanPy, Pandas, scikit-learn, matplotlib

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Churn Modeling

Bayesian Modeling of Customer Churn

Modeled churn probability with Bayesian regression and compared with random forest and logistic regression.

Tech: Python, CmdStanPy, Pandas, scikit-learn, matplotlib

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Sentiment Analysis

Sentiment Analysis Dashboard for Cryptocurrencies

Analyzed Reddit comments and correlated sentiment with crypto prices using Flask for a live dashboard.

Tech: Flask, Reddit API, Kraken API, NLTK

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