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Silvestre17/README.md

Olá! 👋 I'm André Silvestre

From Portugal 🇵🇹, passionate about turning data into intelligent systems. Currently engineering ML pipelines and AI Agents at JTA - The Data Scientists and teaching LLMs to navigate Lisbon for my thesis.

I consider myself introverted 🤫 but communicative 💬, and very perfectionist 🎯 (Yes, even aligning my Jupyter Notebook cells perfectly!) in everything I do. Think of me as a meticulous algorithm – I'm always optimizing!

I always try my best. I love technology 🖥️, news 🗞️, and knowledge 🧠, which is why I took the Data Science course. At the moment, I'm interested in areas such as 🤖 Machine and Deep Learning and AI! 🚀

Fluent in Python, but my debugging skills are still learning the language! 🐍

About me:

  • 🤖 Currently engineering ML & AI pipelines at JTA — The Data Scientists (Jan 2026 – Present)

  • 🎓 Finishing my MSc in Data Science and Advanced Analytics @ NOVA IMS — Academic Merit Honor Roll 2024/2025 (GPA: 19.2/20)

  • 🏙️ Master's Thesis: LISBOA — LLM-powered multi-agent system that builds real-time itineraries for Lisbon using 6 specialised agents, live transport data, IPMA weather & multilingual RAG

  • 👨‍💻 All of my projects are available at GitHub Repository

  • ⚡ Fun fact: I love cooking 🍳 (still waiting for the day when AI can perfectly season my dishes) and learning more about everything 🔍, because "The important thing is not to stop questioning" 🧠💡 (Einstein).

  • 📫 How to reach me LinkedIn andrefgsilvestre


🧠 Languages:

Python SQL R PySpark Markdown LaTeX

📂 Databases:

MySQL MongoDB Neo4j ChromaDB

🌐 Web Development:

Streamlit HTML5 CSS Django

📊 Data Science & Machine Learning:

NumPy Pandas Polars Scikit-Learn XGBoost/LightGBM/CatBoost
Matplotlib Seaborn Plotly
SciPy igraph NetworkX PuLP
BeautifulSoup Selenium

🤖 Agentic AI & LLMs:

TensorFlow Keras PyTorch Hugging Face
LangChain LangGraph Pydantic AI RAG

🛠️ Tools & Cloud:

Linux Bash Git GitHub Docker Azure Databricks AWS
PyCharm Jupyter VS Code

🤖 AI Assistants & Productivity:

ChatGPT Grok Google AI Studio
GitHub Copilot Hugging Face

📈 Data Visualization:

Tableau Power BI RStudio

GitHub Stats:

Silvestre17


WakaTime Stats:

Silvestre17

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  1. LISBOA_MultiAgentSystem LISBOA_MultiAgentSystem Public

    🟡🤖 Multi-Agent AI Assistant for Lisbon Tourism and Mobility, using LangGraph, RAG, Live Transport/Weather APIs, Municipal Open Data, Streamlit, and a Thesis-Grade Benchmark/Ablation Pipeline.

    Jupyter Notebook 1

  2. ChatMeter_FinalProject.inDataScience ChatMeter_FinalProject.inDataScience Public

    💬 Capstone project for the Data Science bachelor's at ISCTE. "ChatMeter" is an AI solution analyzing social media sentiment and topics for Portuguese telecom operators using Transformers.

    Jupyter Notebook 1

  3. DL_RareSpecies_ImageClassification_MasterProject DL_RareSpecies_ImageClassification_MasterProject Public

    🌿 Deep Learning project classifying rare species from images using the BioCLIP dataset. Features transfer learning (ConvNeXtBase), innovative data cleaning with CLIP (zero-shot), and imbalance hand…

    Jupyter Notebook 3 1

  4. CIFO_MusicFestivalLineup_GeneticAlgorithm_MasterProject CIFO_MusicFestivalLineup_GeneticAlgorithm_MasterProject Public

    🎶 Using a Genetic Algorithm (GA) to solve the multi-objective music festival lineup problem: maximizing popularity & diversity while minimizing fan conflicts. Developed for the CIFO course at NOVA …

    Jupyter Notebook 1 1

  5. NEL_ChickenProteinPrediction_MasterProject NEL_ChickenProteinPrediction_MasterProject Public

    🐔 Master's project comparing 6 Neural & Evolutionary Learning models (GP, NEAT, NNs) to predict protein in chicken carcasses using a 10x10 Nested CV. Developed for the NEL course at NOVA IMS.

    Jupyter Notebook 1 1

  6. ML_PredictingWorkersCompensationClaimSeverity_MasterProject ML_PredictingWorkersCompensationClaimSeverity_MasterProject Public

    🤖 Machine Learning project to predict the severity of workers' compensation claims using CatBoost & Random Forest. Deployed as an interactive Streamlit app with LIME for interpretability. Developed…

    Jupyter Notebook 2 3