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Dimitri P's Projects

ames-real-estate-analysis icon ames-real-estate-analysis

Develop an algorithm to reliably estimate the value of residential houses based on fixed characteristics. Identify characteristics of houses that can be cost-effectively changed/renovated. Evaluate the mean dollar value of different renovations.

instagram-caption-generator icon instagram-caption-generator

Implemented Neural Networks, NLP, & transfer machine learning to generate captions for Instagram posts. High volumes of data required substantial cloud computing processing.

job-posting-web-scrape-nlp icon job-posting-web-scrape-nlp

To predict salary we will be building either a classification or regression model, using features like the location, title, and summary of the job. If framing this as a regression problem, we will be estimating the listed salary amounts. If we choose to frame this as a classification problem, we will create labels from these salaries.

recreational-drug-usage icon recreational-drug-usage

This project is focused on exploratory data analysis, aka "EDA". EDA is an essential part of the data science analysis pipeline. Failure to perform EDA before modeling is almost guaranteed to lead to bad models and faulty conclusions.

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