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Data Science Projects

This is a snapshot of projects I have taken on. Please note that I have worked with a variety of data types (text, images, numbers, financials...) to solve multiple problems.

App Prototype

Extracting data from credit card transactions in 4 different languages and automating data mining, analysis and visualizations​

Outcome: Accuracy of solution exceeded client expectations by 36.4%

Tools: APIs, Streamlit, BeautifulSoup, Selenium

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Named Entity Recognition

Identifying and extracting Surf Pros and Surf Locations mentioned in 39,552 YouTube video titles

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Outcome: About 69.6% of the titles did not mention pro surfers or locations. ​​

Tools: OpenAI API

Text Classification with LLMs

Tested and optimized various LLM models to classify >290,000 scientific publications using their abstracts

Outcome: Classification was 95.8% accurate. 

Tools: NLP, SciBERT, BERT

Social Network Analysis

Assembling, analyzing and visualizing social networks among Fortune 500 corporations using their directors' board seats
 

Tools: networkX, iGraph

  • GitHub
  • LinkedIn

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