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iagorivadulla/README.md

πŸ‘‹ Hi! I'm Iago Rivadulla

🎯 Data Scientist | Python Developer | Machine Learning Enthusiast

Transforming data into insights Β· Building intelligent solutions Β· Lifelong learner

LinkedIn Email


πŸš€ About Me

Career-changer with a unique background in culinary arts bringing precision, creativity, and problem-solving skills to the world of data science. Recently graduated from 4Geeks Academy's Data Science program, where I built production-ready ML solutions and mastered the full data science pipeline.

What drives me: Turning complex data into actionable insights and building intelligent systems that solve real-world problems.

Currently: Actively seeking Data Analyst/Data Scientist opportunities to apply my skills and continue growing in the field.


πŸ’Ό What I Do

iago = {
    "role": ["Data Scientist", "ML Engineer", "Python Developer"],
    "currently_learning": ["Advanced ML", "MLOps", "Deep Learning"],
    "interests": ["Predictive Analytics", "Model Explainability", "Production ML"],
    "looking_for": "Data Analyst/Data Scientist opportunities"
}

πŸ’» Tech Stack

πŸš€ Programming & Data

Python SQL Pandas Scikit-learn TensorFlow CatBoost SHAP

πŸ“Š Data Visualization

Matplotlib Seaborn

πŸ•·οΈ Web Scraping & Automation

BeautifulSoup Selenium

🌐 APIs & Deployment

Flask FastAPI Streamlit Docker

πŸ”§ Version Control

Git GitHub


🎯 Featured Projects

Advanced Financial Machine Learning System for Market Regime Detection & Signal Enhancement

  • 🧠 Combines Hidden Markov Models (HMM) with meta-labeling to improve trading signal quality
  • πŸ“Š Integrates market data, macroeconomic indicators, and historical economic events
  • πŸ—οΈ End-to-end pipeline: data extraction β†’ preprocessing β†’ modeling β†’ visualization
  • πŸ’Ύ SQLite-based data persistence for reproducibility and efficient analysis
  • πŸ–₯️ Interactive Streamlit dashboard inspired by Bloomberg Terminal interfaces
  • βš™οΈ Leverages advanced tools: TA-Lib, XGBoost, HMMlearn

πŸš€ Tech: Python, Pandas, NumPy, HMMlearn, XGBoost, TA-Lib, Streamlit, SQLite

Autonomous Multi-Agent AI System for Financial News Processing & Audiovisual Generation

  • πŸ€– Multi-Agent Editorial Team: Coordinates local LLMs (Qwen2.5 & Gemma) to scrape, filter, and write high-quality financial scripts.
  • πŸŽ™οΈ Neural Voice & Audio Post: Converts text to speech via Kokoro ONNX and processes audio with FFmpeg (parametric EQ and EBU R128 normalization).
  • 🎨 Dynamic Video Composition: Animates a pixel-art presenter by mapping mouth states directly to audio RMS levels.
  • 🌐 Automated Resource Scraping: Uses Selenium and undetected-chromedriver to gather and validate contextual visual assets.
  • πŸ“Š Structured Ingestion: Utilizes Pydantic for robust structured data flow throughout the pipeline.

πŸš€ Tech: Python, Ollama, Pydantic, Kokoro, FFmpeg, Selenium, OpenCV, PIL, newspaper3k

End-to-End ML System for Credit Risk Assessment

  • πŸ“Š Built complete pipeline: data cleaning β†’ feature engineering β†’ model training β†’ deployment
  • πŸ€– Trained and compared multiple ML models achieving AUC: 0.81
  • πŸ’‘ Implemented SHAP for model explainability and transparent decision-making
  • πŸš€ Deployed production-ready API with FastAPI

πŸš€ Tech: Python, Scikit-learn, SHAP, FastAPI, Pandas

πŸ” View More Projects

πŸ• Neural Network: Dog vs Cat Classifier

Deep Learning Image Classification

  • Built CNN from scratch using TensorFlow/Keras
  • Preprocessed and augmented image datasets
  • Deployed as Flask API for real-time predictions
  • Tech: TensorFlow, Keras, Flask, OpenCV

πŸ“Š Sales Analysis Dashboard

Business Intelligence & Data Visualization

  • Conducted comprehensive EDA on sales data
  • Created interactive visualizations and insights
  • Identified key trends and actionable recommendations
  • Tech: Pandas, Matplotlib, Seaborn, Plotly

🍷 KNN Wine Quality Classifier

Supervised Machine Learning

  • Classified wine quality using chemical properties
  • Performed feature selection and hyperparameter tuning
  • Achieved high accuracy with K-Nearest Neighbors
  • Tech: Scikit-learn, Pandas, NumPy

πŸ—„οΈ SQL Analytics Project

Database Design & Complex Queries

  • Designed relational database schema
  • Performed advanced queries with joins and aggregations
  • Extracted business insights from data
  • Tech: MySQL, SQLite

🌱 Currently Learning

  • πŸ€– Advanced Multi-Agents Locally: Ollama, LangGraph, and Agentic RAG architectures.
  • ☁️ MLOps & GenAIOps: Containerization (Docker), model tracking, and efficient deployment of local/open-source LLMs.
  • ⚑ Performance Optimization: Quantization, ONNX runtime, and hardware acceleration for AI workloads.

🎯 Career Goals

Seeking opportunities as a Data Analyst or Data Scientist where I can leverage my analytical mindset, technical skills, and unique problem-solving approach to deliver data-driven solutions that create real business impact.

What I bring to the table:

  • πŸ” Strong analytical thinking & attention to detail
  • πŸ’‘ Creative problem-solving from diverse background
  • πŸ› οΈ Hands-on experience with end-to-end ML pipelines
  • πŸ“š Fast learner committed to continuous improvement
  • 🀝 Team player

πŸ“« Let's Connect!

I'm actively looking for Data Analyst/Data Scientist opportunities and open to collaborations!

LinkedIn Email GitHub


πŸ’‘ "From crafting culinary experiences to crafting data solutions"

⭐️ If you find my work interesting, consider giving my repos a star! ⭐️

Visitors

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  1. Market-Regime-ML-Meta-Labeling-System Market-Regime-ML-Meta-Labeling-System Public

    Jupyter Notebook

  2. macro-diario macro-diario Public

    Jupyter Notebook

  3. Home_Credit_Default_Risk_With_Front Home_Credit_Default_Risk_With_Front Public

    Jupyter Notebook

  4. flask-cats-dogs-classifier flask-cats-dogs-classifier Public

    Forked from 4GeeksAcademy/iagorivadulla-flask-cats-dogs

    HTML