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riu-rd/README.md

Hi πŸ‘‹, I'm Riu

Data Scientist & AI Engineer

LinkedIn Kaggle Gmail Portfolio

riu-rd followers


πŸš€ About Me

  • πŸ† Winner of Maya Big 3 Startup Showdown & BPI DATA Wave 2025
  • πŸ“š Published researcher in IEEE and CSP on AI/ML topics
  • 🌱 Learning Google ADK, LangChain, Agentic RAG Systems, and Advanced Deep Learning
  • πŸ‘― Open to collaborate on AI Engineering Projects, Gen AI Applications, and Data Science Solutions
  • πŸ“« Reach me at [email protected]
  • ⚑ Fun fact: I've read "Attention Is All You Need" so many times, I could probably recite it from memory

πŸ… Achievements & Awards

πŸ₯‡ BPI DATA Wave 2025 1st Place Winner
Hyper-Personalization & Customer Experience Track
πŸ† Maya Big 3 Startup Showdown Winner
AI-powered FinTech Solution
πŸ“° 3 Published Research Papers
IEEE, CSP Publications

πŸ’Ό Professional Experience

Role Company Period
Data Scientist UnionBank of the Philippines Nov 2025 - Present
Co-Founder Quasar Aug 2025 - Present
Data Science & AI Intern Bank of the Philippine Islands (BPI) May 2025 - Aug 2025
Freelance AI Evaluator Outlier (Meta RLHF) Aug 2024 - May 2025
Software Engineer Intern Thinking Machines Data Science Jun 2024 - Aug 2024

πŸ› οΈ Technical Skills

Languages

Python SQL JavaScript TypeScript

AI/ML

Google ADK LangChain Hugging Face PyTorch TensorFlow scikit-learn OpenCV

Data & Cloud

PostgreSQL ChromaDB Pandas NumPy GCP Azure Docker W&B

Web & APIs

Next.js FastAPI Streamlit Vercel Gemini API OpenAI API Mistral API


πŸš€ Featured Projects

πŸ€– Central Bank Compass AI (Google Gen AI Intensive Capstone)
  • Multi-agent Agentic RAG system for central bank communications
  • Distills complex financial policies into actionable insights
πŸ“„ PageLeaper (RAG System)
  • Processes 5+ PDFs/DOCX simultaneously with 20-chunk batch optimization
  • Built with Gemini embeddings for enhanced document understanding
πŸ’³ Maya FinTech Solution (Startup Showdown Winner)
  • AI workflow for cashflow/credit analysis
  • Projected 70% loan decision speedup
🧠 Transformer Research (Bachelor's Thesis)
  • Achieved 87% lower MSE than Vanilla Transformer
  • Outperformed Informer/Autoformer on unseen frequencies
πŸ’­ SentiMetry (IEEE Published)
  • EmoRoBERTa + Bi-LSTM for 28-category emotion prediction
  • 81% user satisfaction with empathetic LLM feedback

πŸ“Š GitHub Analytics

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πŸ“ˆ Contribution Graph


πŸ”— Connect With Me

riu-rd dariusardales riu.rd riu_rd riu-rd


⭐️ From @riu-rd

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  1. DATA101_Final DATA101_Final Public

    Final data visualization project for DATA101

    Jupyter Notebook 1

  2. Sentimetry Sentimetry Public

    Harmonizing Emotions, Crafting Clarity

    Jupyter Notebook 1

  3. Camino-de-Santiago-Bot Camino-de-Santiago-Bot Public

    CSINTSY Prolog Project

    Perl 1

  4. Strategic-Enhancement-of-Sephora-Recommendations-through-Data-Driven-Insights-and-Machine-Learning Strategic-Enhancement-of-Sephora-Recommendations-through-Data-Driven-Insights-and-Machine-Learning Public

    DATA102 Final Project

    Jupyter Notebook 1

  5. Worksite-Safety-Monitoring Worksite-Safety-Monitoring Public

    This project explores workplace safety compliance in construction sites by evaluating a Convolutional Neural Network (CNN) for binary classification of images into "safe" (individuals wearing safet…

    Jupyter Notebook 1

  6. PageLeaper PageLeaper Public

    PageLeaper

    Python 1