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  • Ecole Polytechnique
  • Paris, France

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D-2n/README.md

Dimitrije Zdrale

MSc Artificial Intelligence student at Université Paris-Saclay and École Polytechnique Math & Computer Science graduate.

AI Research intern @ ORAILIX École Polytechnique

I work on applied machine learning systems across scientific ML, neural operators, retrieval/RAG, and computer vision.

Selected Work

Neural Operators for Hyperbolic PDEs

AI Research Intern, École Polytechnique
Developing a neural-operator-based architecture for approximating solutions of hyperbolic PDEs with shocks and discontinuities.

  • Built models for the LWR traffic equation
  • Benchmarked against WENO-5 numerical solvers
  • Focus: neural operators, GNNs, PDEs, scientific ML

Physics-Informed Neural Networks for Navier–Stokes

AI Research & Development Intern, Université Paris-Saclay
Led a student research team developing a PyTorch PINN for steady incompressible airflow prediction.

  • Worked with limited data and computational resources
  • Used physics-informed losses for Navier–Stokes constraints
  • Explored frequency-based acceleration for inference

Ship Detection and Distance Estimation

AI R&D Intern, Vlatacom Institute
Built real-time monocular perception pipelines for ship classification, detection, and distance estimation.

  • Fine-tuned neural networks for maritime surveillance
  • Developed pilot pipeline for real-time coastal monitoring

RAG and Retrieval Systems

Implemented retrieval-augmented generation and patent prior-art retrieval systems.

  • BM25, dense embeddings, reranking
  • Reciprocal Rank Fusion
  • MAP@100 and Recall@K benchmarking

Technical Stack

Python, PyTorch, Pandas, C/C++, CUDA, Docker, SQL, Bash, R, Coq
Machine Learning · Scientific ML · Computer Vision · RAG · Information Retrieval · Neural Operators

Pinned Loading

  1. DL-for-HPDE DL-for-HPDE Public

    Deep Learning for solving Hyperbolic Partial Differential Equations

    Python 1

  2. TER-AI-DS-PINN-s TER-AI-DS-PINN-s Public

    Main repository for the TER AI/DS for PINN'S

    Jupyter Notebook 1

  3. SearchML SearchML Public

    Search engine for traversing a database of research articles, adapted for personal use

    Python

  4. Nim-game-winning-strategy Nim-game-winning-strategy Public

    Formal proof for the existence of a winning strategy in a Nim game using Coq Proof Assistant

    Coq

  5. petkokp/patent-match-challenge petkokp/patent-match-challenge Public

    Jupyter Notebook 1

  6. closedfish/closedfish closedfish/closedfish Public

    Main repository for Closedfish

    C++ 4 3