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gbo999/README.md

👋 Hi, I'm Gil — Aspiring Data Scientist with a Deep Tech Foundation

I'm an aspiring data scientist. My Master's thesis involved building real-world systems for object detection and measurement in aquaculture — now, I'm shifting my focus toward applying data science to broader challenges across industries.


🎓 Master’s Thesis (2025) — AI for Aquaculture

A full deep learning pipeline for automated prawn counting and length measurement in underwater ponds — part of my 2025 master’s thesis.

✅ Highlights:

  • YOLOv8-based detection model for counting prawns in drone footage
  • Pose estimation for precise morphometric measurements
  • Ground truth validation using ImageJ and prawn exuviae
  • Dataset management, error analysis, and interactive exploration via FiftyOne

This project taught me how to:

  • Handle noisy, real-world data
  • train deep learning models
  • Work with metrics, visualization, and automation tools
  • Document and communicate research clearly

🎯 My Path Into Data Science

Now, I'm expanding into core data science skills, including:

  • Data cleaning & exploration (Pandas, SQL)
  • Machine learning & evaluation (fiftyone)
  • Visualization (Plotly)
  • Business-oriented thinking and storytelling with data

🧰 My Toolkit

Core Tools
PythonPandasSQLPlotly

ML & Vision
YOLOv8OpenCVFiftyOneUltralytics

Dev & Workflow
GitColabJupyter NotebooksMarkdown


🕹️ Earlier Projects (Unity Era)

Before data science, I explored creative technology and gamified systems through Unity projects.


📫 Let’s Connect


🎯 My goal: To join a data science team where I can grow, contribute, and apply my technical skills to real-world problems.

Let’s build data-driven solutions together.

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