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MaryoriCruz/README.md

Building intelligent products for problems that matter.

Better tools. Same purpose.

I'm an AI Engineer and Full Stack Developer who enjoys building end-to-end AI products that transform complex problems into useful applications.

From data and models to APIs, deployment and user experience, I build solutions that people can actually use.

About Me

Before becoming an AI Engineer, I worked in Social Communication.

That experience shaped the way I approach technology today: every successful solution starts by understanding people before writing a single line of code.

Now I apply that same mindset to Artificial Intelligence, Machine Learning, NLP, LLM-powered applications and Full Stack Development.

I enjoy turning ideas into production-ready products that solve meaningful problems.

Same purpose. Better tools.

Engineering Philosophy

Every project starts with one question.

What problem are we solving?

That question drives every technical decision that follows.

I believe the best AI products are not defined by the complexity of their models, but by the value they create for people.

Tech Stack

Languages

Python · Go · JavaScript · TypeScript · SQL

Artificial Intelligence

Machine Learning · Deep Learning · NLP · LLMs · RAG

Frameworks & Libraries

Scikit-learn · TensorFlow · Hugging Face · LangChain · XGBoost

MLOps

Docker · MLflow · DagsHub · GitHub Actions

Backend

Node.js · Express · FastAPI · REST APIs

Frontend

React · Tailwind CSS

Featured AI Products

🤖 AI Content Generator — Generative AI Application

Turning information overload into useful knowledge.

An end-to-end Retrieval-Augmented Generation (RAG) application that retrieves, understands and synthesizes information from trusted real-time sources before generating grounded responses.

Tech Stack

Python · LangChain · ChromaDB · Streamlit · Groq API · Unsplash API

🌐 Live Demo · 📂 Repository · 📖 Documentation


🛡️ ToxicFilter AI — NLP Content Moderation

Helping online communities become safer through AI-powered moderation.

A production-ready NLP application that detects toxic comments using a fine-tuned DistilBERT model, exposed through a Go microservice with reproducible MLOps workflows.

Tech Stack

Python · Hugging Face Transformers · Go · Gin · Docker · MLflow · DagsHub

🌐 Live Demo · 📂 Repository · 📖 Documentation


🏥 Women's Health Classifier

Supporting earlier understanding of an underdiagnosed health condition.

A Machine Learning application that predicts urinary incontinence type from patient-reported symptoms, transforming healthcare data into an accessible clinical decision support tool.

Tech Stack

Python · Scikit-learn · Streamlit · Docker · Supabase

🌐 Live Demo · 📂 Repository · 📖 Documentation


💧 Water Accessibility AI 🏆

Making clean water guidance accessible where it matters most.

An award-winning AI assistant developed during a 24-hour hackathon that generates personalized low-cost water purification plans using locally available resources.

Tech Stack

Python · Streamlit · LLM · Prompt Engineering (update with final stack)

🌐 Live Demo · 📂 Repository · 📖 Documentation


🐶 PetAdopt Predictor

Helping animal shelters make better adoption decisions through Machine Learning.

A predictive Machine Learning application that estimates shelter adoption time, enabling organizations to prioritize resources and improve adoption strategies.

Tech Stack

Python · XGBoost · Scikit-learn · Streamlit · Docker Compose · pytest

🌐 Live Demo · 📂 Repository · 📖 Documentation

Current Focus

I'm currently building and learning about

  • AI Agents
  • Production AI Systems
  • MLOps
  • LLM Applications
  • AI Product Engineering

Let's Connect

I'm always interested in collaborating on AI products that solve meaningful problems.

📍 Madrid, Spain 💼 LinkedIn · Email

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