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PaulinaIA/README.md

Paulina Peralta (@PaulinaIA)

AI & Data Science • Electronic Engineer

Building meaningful AI • Cloud pipelines

Overview

I am an Electronic Engineer focused on:

  • Generative AI for scientific simulation
  • Fast calorimeter simulation (CaloDiT-2, DiT, diffusion models)

My goal is to build technology with purpose.

Highlights

Current:
  - MSc in Data Science
  - Developing cybersecurity ETL platform (Dark Eye Core)
  - Studying generative models for detector simulation
Strengths:
  - Deep Learning (Diffusion, DiT, Transformers)
  - Big Data (Spark, distributed pipelines)
  - AWS cloud-native design
  - Research-oriented engineering mindset

Tech Stack

Languages
Python • R • SQL • MATLAB • C/C++

AI / ML
TensorFlow • PyTorch • scikit-learn • HuggingFace • XGBoost • Apache Spark

Cloud & DevOps
Docker • AWS (ECR, EKS, S3, IAM) • Kubernetes • Airflow • Git / GitHub Actions

IoT & Embedded
ESP8266 • TIVA • PSoC • Digital Signal Processing

Research Focus

IoT & Embedded Systems

  • Ultrasonic time-of-flight sensing
  • Low-cost meteorological instrumentation
  • Autonomous IoT design

Projects

Dark Eye Core — Threat Intelligence ETL

Docker + AWS + Microservices

CyberPulse Architecture

Features:

  • Multi-source extraction (AbuseIPDB, URLhaus, OTX)
  • Normalization + cross-indicator detection
  • Modular Dockerized architecture

Repo: dark_eye_core

Weather-Mood Sentiment Analysis

NLP + PySpark + HuggingFace
Hybrid sentiment pipeline (VADER + transformer) • Topic modeling (LDA) • Semantic clustering (SentenceTransformers) • Named Entity Recognition
Repo: Weather-Mood-Sentiment-NLP-Analysis

Harry Potter LLMs Adventure

Narrative AI + Conversational Memory
Story coherence using memory modules • Personality & character modeling • Modular world-state engine
Repo: Harry-Potter-LLMs-Adventure

Crypto ML Predictor

XGBoost + Optuna + Full Pipeline
74% accuracy • ROC AUC ≈ 0.88 • Buy/Sell/Hold classifier • 15+ technical indicators • End-to-end workflow
Repo: Crypto-ML-Predictor

Contact

LinkedIn: linkedin.com/in/paulina-peralta-916a46140
GitHub: github.com/PaulinaIA
Email: pauliperalta@gmail.com
Location: Barcelona

Pinned Loading

  1. dark_eye_core dark_eye_core Public

    Python

  2. Weather-Mood-Sentiment-NLP-Analysis Weather-Mood-Sentiment-NLP-Analysis Public

    Análisis de posts y subreddits de la plataforma Reddit mediante NLP sobre cambios medioambientales

    Jupyter Notebook 1

  3. Crypto-ML-Predictor Crypto-ML-Predictor Public

    Predicción de acciones de trading de criptomonedas mediante algoritmos de ML

    Jupyter Notebook 2

  4. Harry-Potter-LLMs-Adventure Harry-Potter-LLMs-Adventure Public

    DeepSeek Chatbot orientado al mundo de Harry Potter que te guía a una historia narrada, donde cada decisión tiene una consecuencia.

    Python 1

  5. tensorflow-deep-learning tensorflow-deep-learning Public

    Forked from mrdbourke/tensorflow-deep-learning

    All course materials for the Zero to Mastery Deep Learning with TensorFlow course.

    Jupyter Notebook

  6. machinelearning-az machinelearning-az Public

    Forked from joanby/machinelearning-az

    Repositorio del Curso de Machine Learning de la A a la Z con R y Python

    Jupyter Notebook