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Luismpso/README.md

Hi 👋, I'm Luís Miguel Pereira Silva

AI Master's student · Engineering Physics background · Building ML & GenAI systems

LinkedIn Kaggle Email luismpso


👨‍💻 About me

  • 🎓 Master's in Artificial Intelligence at Universidade do Minho (2025 – present)
  • 📐 B.Sc. in Engineering Physics, Universidade do Minho — Final grade 17/20 (ECTS A)
  • 🧭 Focused on high-level system architecture and designing robust ML & GenAI pipelines — prioritizing strategic implementation and scalable infrastructure over raw development
  • 🎯 Actively seeking a Summer 2026 internship in AI / ML Engineering
  • 📫 Reach me at Luimpsoo@gmail.com

🏆 Featured academic work

Project Highlight Stack
🥇 AI-Generated Text Detection 1st place in all 3 submissions (out of 25 teams) — multi-class classifier for Anthropic / Google / Meta / OpenAI text Deep Learning, PyTorch
🥉 Porto Traffic Flow Prediction 4th / 57 teams in university Kaggle competition — CRISP-DM pipeline · Grade 18.2/20 Scikit-learn, Pandas
🤖 FS Rules AI Assistant Offline RAG agent for Formula Student regulations · Grade 18/20 Ollama + Gemma 3 12B, Flask
🗺️ Multimodal Route Optimization (Porto) Bi-criterion shortest path (time + CO₂) over a complex transport graph · Grade 18/20 Nature-Inspired Computing
🎮 Millionaire — Prolog Edition Logic-driven game engine + GenAI-powered "Phone a Friend" lifeline · Grade 17/20 Prolog + LLM

🛠️ Languages & Tools

AI / ML & Data

pytorch tensorflow scikit_learn pandas seaborn opencv

Programming Languages

python c haskell javascript matlab bash

Databases & Infrastructure

docker git postgresql mysql mongodb firebase nodejs

Web

html5 css3 d3js

Hardware & Signals

arduino


📊 GitHub stats

stats top langs

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  1. CIN CIN Public

    🚇 Multimodal Route Optimization (Metro, Bus, Walk) in Porto focusing on Sustainability and CO2 minimization.

    Jupyter Notebook 2

  2. GuilhermeLobo225/DAA GuilhermeLobo225/DAA Public

    🚦 Road Traffic Flow Prediction in Porto using Machine Learning.

    Jupyter Notebook 3

  3. LIA LIA Public

    💰 "Who Wants to Be a Millionaire" game in Prolog with AI integration and Audio.

    Prolog 3

  4. pedroreis2468/IIA pedroreis2468/IIA Public

    🏎️ AI Assistant for Formula Student Rules using RAG and Local LLMs.

    HTML 2

  5. AP AP Public

    🤖 Multi-class detection of AI-generated vs. human text in English, covering Google, Mistral, Meta, and OpenAI models.

    Jupyter Notebook 3

  6. pedroreis2468/AR2 pedroreis2468/AR2 Public

    🏎️ Autonomous Formula Student racing agent using Reinforcement Learning (SAC/PPO) in a 2D simulator with FS-AI rules, procedural tracks, and domain randomization.

    Python 1