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NathanP23/README.md

👋 Hi, I’m Nathan

🎓 I'm a Data Science student at The Hebrew University of Jerusalem and a Data Analyst at the Israel Central Bureau of Statistics (CBS).

🔬 I specialize in machine learning, deep learning, and the application of statistical modeling to real-world data — especially under constraints of scale, latency, and deployment.

🧠 My recent focus is on deep neural network architectures and practical PyTorch implementations, based on my work in the advanced course Introduction to Deep Learning (67822), where I’ve:

  • Built and trained convolutional autoencoders (CAEs)
  • Explored transfer learning from pretrained encoders to new classifiers
  • Studied and implemented RNNs, CNNs, GANs, AEs, diffusion models, and attention mechanisms
  • Applied loss landscape analysis, optimization techniques, and theoretical understanding of the functional space neural networks span

📚 Other key repositories include:

⚙️ Tools & Tech:

  • Python, PyTorch, scikit-learn, pandas
  • Docker, FastAPI, Redis, SQL, Bash
  • NumPy, matplotlib, JupyterLab

🤝 I'm open to collaboration on:

  • Deep learning projects using PyTorch or Transformers
  • Research or experiments in model optimization, data efficiency, or architectural innovation
  • Applied ML pipelines and distributed systems for large-scale analytics

🎸 Fun fact: I love heavy metal and play guitar in my free time.

📫 Reach me: NathanP20@icloud.com
🔗 LinkedIn

📊 GitHub Stats & Activity

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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