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NathanP23/README.md

Hello there!

Welcome to my GitHub profile page. I'm currently studying and working, but I will soon make sense of all the repos here :)

I work as a Research Data Scientist at the Israel Central Bureau of Statistics, and I am a final-year Statistics & Data Science student at the Hebrew University of Jerusalem. I have ~10 years of hands-on programming in Python and C/C++, currently researching deep learning architectures and Explainable AI for national data.

Jump to: Toolkit | Repositories | Work Experience | Education

VISITOR WARNING
The repositories below are primarily academic artifacts.
They are incomplete, unmaintained, and held together by duct tape and student tears.
Do not expect production code. Expect "it worked on my machine 5 minutes before the deadline" code.

Toolkit

  • Languages: Python, SQL, C/C++, Bash, R, JavaScript/TypeScript, Assembly
  • ML/DL: PyTorch, scikit-learn, NumPy, OpenAI API, Hugging Face, LangGraph
  • Data: pandas, Apache Spark, Google BigQuery, ElasticSearch
  • Visualization: Matplotlib, Seaborn, Altair, Tableau
  • Infrastructure: Docker, FastAPI, Redis, Git, CI/CD pipelines
  • Environments: Jupyter Notebooks, VS Code

Repositories

Most of my work as a developer is in private repos or other GitHub accounts. Projects here are mainly related to the Hebrew University or to job-related assignments.

Course Projects (Bachelor's Degree, Hebrew University)

In Progress

  • Simulations in Statistics (52001)
  • Natural Language Processing (67658) -- repo coming soon
  • Time Series Analysis in the Context of Climate Change (52028) -- repo coming soon
  • Foundations of Spatial Statistics (40733) -- repo coming soon
  • Topics in Estimation from Sample Surveys (52750) -- repo coming soon
  • Advanced Geoinformatics Applications (40834) -- repo coming soon

To Be Added as Repos Later This Year

  • Computer Graphics (67609)
  • Generative Models (67721)

Planned for Refactoring / Rewriting / Disassembly into Separate Projects

Unmaintained

Non-Course Projects

Home Assignments from Tech Companies

All completed under 24 hours while learning new technologies. I plan to rewrite them completely into dedicated projects.

Other

  • HIL-ML-classification-pipeline private (production ready project)
  • HUJI Hackathon 2025 -- AI-driven full-stack app, built in 24 hours, at the 2025 HUJI hackathon. See the presentation in this repo, it's pretty cool! I plan on making a new project out of this, to be polished and to use orchestration and a RAG system.

Work Experience

  • Research Data Scientist (Nov 2025 -- Present) @ CBS -- Statistical Methodology Dept.
    Researching neural architectures (MLPs, RNNs, LSTMs, GRUs, Transformers) for large-scale time-series forecasting and anomaly detection. Methodological research on Explainable AI (xAI) to validate neural network behavior against classical statistical frameworks.
  • ML/AI Engineer (May 2025 -- Oct 2025) @ CBS
  • Data Analyst (Jan 2025 -- May 2025) @ CBS
  • Python Tutor (2024 -- 2025) @ Hebrew University
  • IT & Automation Specialist (2022 -- 2024) @ Hebrew University

Education

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  1. Introduction-to-Deep-Learning-67822 Introduction-to-Deep-Learning-67822 Public

    Exercises from the course "Introduction to Deep Learning (67822)" at The Hebrew University of Jerusalem, in the Department of Computer Science and Engineering.

    Jupyter Notebook 1

  2. Big-Data-Mining-52002 Big-Data-Mining-52002 Public

    Midterm and Final assignments of the course "Big Data Mining (52002)" at The Hebrew University of Jerusalem, in the Department of Statistics and Data Science. Focuses on analyzing massive datasets …

    Jupyter Notebook 1

  3. Statistical-Learning-and-Data-Analysis-52525 Statistical-Learning-and-Data-Analysis-52525 Public

    Exercises from the course "Statistical Learning and Data Analysis (52525)" at The Hebrew University of Jerusalem, in the Department of Statistics and Data Science.

    Jupyter Notebook 1

  4. Data-Analysis-with-R-52414 Data-Analysis-with-R-52414 Public

    Labs and Final assignments from the course "Data Analysis with R (52414)" at The Hebrew University of Jerusalem, in the Department of Statistics and Data Science.

    1

  5. Regression-and-Statistical-Models-52571 Regression-and-Statistical-Models-52571 Public

    Content of the course "Regression and Statistical Models (52571)" at The Hebrew University of Jerusalem, in the Department of Statistics and Data Science.

    Jupyter Notebook 1

  6. Principles-and-Applications-in-Stat-Analysis-52221 Principles-and-Applications-in-Stat-Analysis-52221 Public

    Content from the course "Principles and Applications in Statistical Analysis (52221)" at The Hebrew University of Jerusalem, in the Department of Statistics and Data Science.

    Jupyter Notebook 1