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Achievements

Achievement: YOLOAchievement: Pair ExtraordinaireAchievement: Pull Sharkx2Achievement: Quickdraw

Achievements

Achievement: YOLOAchievement: Pair ExtraordinaireAchievement: Pull Sharkx2Achievement: Quickdraw

Highlights

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matiask400/README.md

Hi, I'm Matías Koroch 👋

Information Systems Engineering student and Research Assistant at UTN FRC, working on scientific computing, reliable code-generation models, and reproducible ML systems.

Highlights

  • Authored and presented three technical papers at CONAIISI, including two as first author.
  • Represented UTN Córdoba at the ICPC South America South Finals 2025.
  • Contributed to the official Spanish Python documentation through python-docs-es.

Current Research

  • UTN-LIS — Investigating uncertainty-based failure detection for code-generation models using HumanEval and MBPP.
  • Building checkpointed multi-GPU evaluation pipelines with automated recovery, artifact persistence, and statistical aggregation.

Featured Work

  • Distributed Multimodal Retrieval System — 1st place in the UTN AI Course Competition. Built a multi-GPU image retrieval pipeline using PyTorch, OpenCLIP, FAISS, and CUDA/AMP.

  • LAMBDA CubeSat Software — Contributed to an early-stage CubeSat software prototype featuring simulated telemetry, real-time sensor visualization, statistical analysis, CSV export, and 3D flight orientation using JavaScript, Chart.js, Three.js, and Python.

  • LAMBDA Mission Control Hub — Contributed to a responsive mission interface built with Next.js, TypeScript, Tailwind CSS, and shadcn/ui.

  • Vehicle Agency — Backend system featuring geolocation, test-drive management, safety rules, and notifications.

Core Stack

Python · C++ · PyTorch · Hugging Face Transformers · FAISS · CUDA/AMP · FastAPI · Linux · Docker · Git

📍 Córdoba, Argentina · LinkedIn · ResearchGate

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