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Achievement: Pull SharkAchievement: YOLO

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guimCC/README.md

Guim Casadellà

Data Science | Machine Learning | AI Research

I specialize in AI, Computer Vision, and Machine Learning, with a focus on research and real-world applications.

  • Bachelor's in Computational Mathematics & Data Analytics, Universitat Autònoma de Barcelona
  • AI in Finance Certificate, Artificial Intelligence Finance Institute
  • Machine Learning & AI Research Intern at the Computer Vision Center (CVC)

Featured Projects

DatathonFME 2024 - Design Decoder (Winner)

Automated garment logging for designers using CLIP and ML models.
Tech: Python, PyTorch, CLIP, XGBoost, OpenCV
GitHub | Kaggle

Fashion Sales Prediction

Analyzed fashion sales using metadata, images, and time-series data.
Tech: Python, Pandas, PyTorch, OpenCV, XGBoost
GitHub

Reward Optimization in Semantic Segmentation (CVC)

Developed reinforcement learning techniques to improve segmentation models.
Tech: PyTorch, TensorBoard, OpenCV, DeepLabv3
GitHub

LoRA for Semantic Segmentation Domain Adaptation (CVC)

Adapted LoRA for domain transfer in segmentation tasks.
Tech: PyTorch, SegFormer-B0, LoRA, Hugging Face
GitHub

HackUPC 2024 - Inditex TECH Challenge

Built an outfit recommendation system and image duplication detector using CLIP.
Tech: PyTorch, Hugging Face, CLIP, U-Net
GitHub

CriminalMap

Developed an AI-powered crime mapping system with optimized pathfinding.
Tech: Python, C, Google Maps API, Selenium
GitHub

Novartis Datathon 2023

Forecasted sales in the healthcare industry using time-series analysis.
Tech: Python, Pandas, LightGBM
GitHub

DatathonFME 2023 - Outfit Generator

AI-based outfit recommendation aligning with brand philosophy using CNNs & Transformers.
Tech: Python, Pandas, TensorFlow, Matplotlib
GitHub

Skills and Technologies

GitHub Activity


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  1. CriminalMap CriminalMap Public

    Python

  2. 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

  3. gerard-grau/HackUPC2024 gerard-grau/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

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

    Jupyter Notebook 1

  5. DesignDecoder DesignDecoder Public

    Bringing the future of Desing - DatathonFME2024 Winning project

    Jupyter Notebook 2