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guimCC/README.md

Guim Casadellà

Data Science | Machine Learning | AI and Edge Systems

I build practical AI, data, and edge systems that connect modeling with reliable products and operational decisions.

  • Incoming Data Scientist @ McKinsey — Madrid, September 2026
  • Data & ML Engineer @ Haddock — September 2025 to June 2026
  • Computational Mathematics and Data Analysis, Universitat Autònoma de Barcelona — 2022 to 2026
  • AI in Finance Certificate, Artificial Intelligence Finance Institute

Featured Projects

HackUPC 2026 - guAIta (3rd Place, Qualcomm Challenge)

Edge AI incident-response system for wild-boar detection around Collserola. Arduino UNO Q stations run computer vision locally and send detections to a realtime operational dashboard with telemetry, risk scoring, live imagery, and automated authority escalation.

My contribution: Drove much of the end-to-end application and integration layer across the backend, dashboard, device contracts, telemetry, live-stream path, and escalation workflow within a four-person team.

Tech: Arduino UNO Q, Edge Impulse, TypeScript, Fastify, React, MapLibre, SQLite, Socket.IO, ElevenLabs

GitHub | Devpost | Demo

Datathon FME 2024 - Design Decoder (1st Place, Mango Challenge)

Automated garment logging for designers using FashionCLIP image embeddings and machine-learning classifiers to extract product attributes from images and metadata.

Tech: Python, PyTorch, FashionCLIP, XGBoost, OpenCV, Streamlit

GitHub | Kaggle

Personal Edge Lab

Local-first edge platform combining ESP32 sensing and infrared actuation with a RUBIK Pi 3 control plane, authenticated mobile UI, durable telemetry and alerts, and audited physical-device control.

Tech: Python, FastAPI, React, TypeScript, SQLite, ESP32-S3, C++, Telegram Bot API

GitHub

HackUPC 2025 - DataCenter-DeCoder (2nd Place, Siemens Energy Challenge)

Interactive data-center design and optimization tool combining constraint-based layout generation with a drag-and-drop configuration and validation interface.

Tech: Python, FastAPI, React, TypeScript, Vite, MongoDB

GitHub


Research and Experience


Skills and Technologies


Contact


Profile Views

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  1. DesignDecoder DesignDecoder Public

    Bringing the future of Desing - DatathonFME2024 Winning project

    Jupyter Notebook 2

  2. CriminalMap CriminalMap Public

    Python

  3. Reward-Optimisation-in-Semantic-Segmentation-CVC-Internship Reward-Optimisation-in-Semantic-Segmentation-CVC-Internship Public

    This repository contains the necessary changes that have to be done to MMSegmentation in order to perform Reward Optimisation

    Jupyter Notebook 1

  4. gerardgrau/HackUPC2024 gerardgrau/HackUPC2024 Public

    An app that lets you take a picture of an outfit and obtain similar clothes. Made using image embedding and semantic segmentation.

    Jupyter Notebook 2

  5. LoRA-for-SemanticSegmentation-domain-adaptation LoRA-for-SemanticSegmentation-domain-adaptation Public

    Jupyter Notebook 1 1

  6. DataCenter-DeCoder DataCenter-DeCoder Public

    Python 1