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maria1neu/README.md

Hi there! ๐Ÿ‘‹ I'm Maria Samos Rivas

๐ŸŽ“ Data Science & Finance @ Northeastern University (Khoury + Dโ€™Amore-McKim)
๐Ÿ’ก Interested in building data-driven systems, ML applications, and scalable backend solutions


๐Ÿ› ๏ธ Tech Stack

  • Languages: Python, SQL, Java, HTML
  • ML / Data: Pandas, NumPy, Scikit-learn, Plotly
  • Backend / Systems: Flask, REST APIs, Redis
  • Databases: MySQL, MongoDB, SQLite
  • Tools: Git, Docker, VS Code, Tableau

๐Ÿš€ Projects

๐Ÿ”น EuroTour โ€“ ML Travel Recommendation System

  • Built ML models (Rยฒ โ‰ˆ 0.89) to recommend destinations + forecast tourism demand
  • Processed 26,000+ records and engineered features using APIs (World Bank, etc.)
  • Deployed interactive dashboard (Streamlit) with filters, maps, and user-based recommendations :contentReference[oaicite:0]{index=0}

๐Ÿ”น Distributed Social Feed Backend (Redis + Flask)

  • Designed a Twitter-like backend system using Redis data structures
  • Built RESTful APIs for posting, retrieval, and user interactions
  • Optimized timeline generation speed by ~500% through improved data access patterns :contentReference[oaicite:1]{index=1}

๐Ÿ”น Kappa Theta Pi Platform โ€“ Form System

  • Developed a Java/HTML-based system for dynamic form creation and submission
  • Implemented role-based workflows and centralized database storage
  • Scaled to support 30+ chapters and hundreds of users

๐Ÿ“Š Experience Snapshot

  • Incoming AI / Strategy Intern @ EY Wavespace (Madrid)
  • Consultant @ LatAm Strategy Group (market analysis + data-driven recommendations)

๐Ÿค Letโ€™s Connect

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