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Computer Science Engineer specialized in Artificial Intelligence, Data Analytics and Cloud Infrastructure, with hands-on experience across the financial and technology sectors — combining full stack development, Computer Vision (YOLO/PyTorch) and advanced business reporting (Salesforce FSC).
About me
- 🏦 Process Engineer – Systems at BancoEstado, building advanced reporting & dashboards on Salesforce Financial Services Cloud.
- 🎓 Computer Science Engineer (UNAB, graduated with distinction, Dec 2025) — currently pursuing an MSc in Computer Engineering (UNAB, 2026–2027) with IBM-certified tracks in Data Science & AI.
- 🤖 I build Computer Vision models for critical road infrastructure: crack detection on New Jersey barriers, pothole measurement and road-asset recognition.
- 💸 Co-built FinSightAI at the Oracle Next Education × No Country hackathon — a financial-health platform with an ML microservice, LLM explanations and a full cloud deployment.
- ☁️ I design and deploy on OCI, Azure, AWS and GCP — containers, load balancers, CI/CD and scalable architectures.
- 🔐 Background in Cybersecurity (CEH, Cisco CyberOps) — I develop under security by design principles.
- 🌍 Academic exchange at Pontificia Universidad Javeriana Cali (Colombia), Pacific Alliance scholarship for academic excellence.
- 🗣️ Spanish (native) · English (C1+) · French (A2) · Portuguese (A2+)
Career highlights
| Period | Role | Organization |
|---|---|---|
| 2026 – Present | Process Engineer – Systems | BancoEstado |
| 2026 | Semi-Senior Full Stack Developer | Grupo Forum – BBVA |
| 2026 | IT Engineer & AI / R&D Specialist | Roadwise |
| 2025 – 2026 | MLOps Engineer & Full Stack Dev | Sociedad de Servicios Generales |
| 2024 – 2025 | Cybersecurity Engineer – IT | MRComputer |
| 2021 – 2025 | Founder & Director | La picá del Pipeño (e‑commerce) |
Currently working on — predictive maintenance models for road infrastructure · Java + Spring Boot microservices with Docker & Kubernetes · LLM-powered applications · research on Hard Knapsack Problems (genetic & heuristic algorithms in Julia/C).
🇪🇸 Español · 🏴 Euskara · ⬆ Back to top
Ingeniero Civil Informático especializado en Inteligencia Artificial, Analítica de Datos e Infraestructura Cloud, con trayectoria en el sector financiero y tecnológico, integrando desarrollo full stack, Computer Vision (YOLO/PyTorch) y reportería avanzada (Salesforce FSC).
Sobre mí
- 🏦 Ingeniero de Procesos – Sistemas en BancoEstado, desarrollando reportería y dashboards avanzados en Salesforce Financial Services Cloud.
- 🎓 Ingeniero Civil Informático (UNAB, aprobado con distinción, Dic. 2025) — cursando el Máster en Ingeniería Informática (UNAB, 2026–2027), con trayectorias certificadas por IBM en Data Science e IA.
- 🤖 Desarrollo modelos de Visión por Computadora para infraestructura vial crítica: detección de fisuras en barreras New Jersey, medición de baches y reconocimiento de elementos viales.
- 💸 Co-construí FinSightAI en el hackathon Oracle Next Education × No Country — plataforma de salud financiera con microservicio de ML, explicaciones con LLM y despliegue cloud completo.
- ☁️ Diseño y despliegue en OCI, Azure, AWS y GCP — contenedores, load balancers, CI/CD y arquitecturas escalables.
- 🔐 Base sólida en Ciberseguridad (CEH, Cisco CyberOps) — desarrollo bajo principios de security by design.
- 🌍 Intercambio académico en la Pontificia Universidad Javeriana Cali (Colombia), Beca Alianza del Pacífico por excelencia académica.
- 🗣️ Español (nativo) · Inglés (C1+) · Francés (A2) · Portugués (A2+)
Trayectoria destacada
| Periodo | Rol | Organización |
|---|---|---|
| 2026 – Actualidad | Ingeniero de Procesos – Sistemas | BancoEstado |
| 2026 | Desarrollador Full Stack Semi Senior | Grupo Forum – BBVA |
| 2026 | Ingeniero Informático & Especialista en IA / I+D | Roadwise |
| 2025 – 2026 | MLOps Engineer & Full Stack Dev | Sociedad de Servicios Generales |
| 2024 – 2025 | Ingeniero en Ciberseguridad – TI | MRComputer |
| 2021 – 2025 | Fundador y Director | La picá del Pipeño (e‑commerce) |
En qué estoy trabajando — modelos predictivos de mantenimiento vial · microservicios Java + Spring Boot con Docker y Kubernetes · aplicaciones con LLM · investigación sobre Hard Knapsack Problems (algoritmos genéticos y heurísticos en Julia/C).
🇬🇧 English · 🏴 Euskara · ⬆ Volver arriba
Informatika Ingeniaria, Adimen Artifizialean, Datuen Analitikan eta Cloud Azpiegituran espezializatua. Esperientzia finantza- eta teknologia-sektorean: full stack garapena, Computer Vision (YOLO/PyTorch) eta txosten aurreratuak (Salesforce FSC).
Niri buruz
- 🏦 Prozesu Ingeniaria – Sistemak BancoEstado-n, Salesforce Financial Services Cloud-en txosten eta dashboard aurreratuak garatzen.
- 🎓 Informatika Ingeniaria (UNAB, bereizgarriz gaindituta, 2025eko abendua) — Informatika Ingeniaritzako Masterra egiten (UNAB, 2026–2027), IBM-ek ziurtatutako ibilbideekin.
- 🤖 Ikusmen Artifizialeko ereduak garatzen ditut errepide-azpiegituretarako: pitzaduren detekzioa, zuloen neurketa eta bide-elementuen ezagutza.
- 💸 FinSightAI garatu genuen Oracle Next Education × No Country hackathonean — finantza-osasunerako plataforma, ML mikrozerbitzuarekin, LLM azalpenekin eta cloud hedapen osoarekin.
- ☁️ OCI, Azure, AWS eta GCP-n diseinatzen eta hedatzen dut — edukiontziak, load balancer-ak, CI/CD eta arkitektura eskalagarriak.
- 🔐 Zibersegurtasunean oinarri sendoa (CEH, Cisco CyberOps) — security by design printzipioen arabera garatzen dut.
- 🌍 Truke akademikoa Pontificia Universidad Javeriana Cali-n (Kolonbia), Ozeano Bareko Aliantzaren beka bikaintasun akademikoagatik.
- 🗣️ Gaztelania (jatorrizkoa) · Ingelesa (C1+) · Frantsesa (A2) · Portugesa (A2+)
Ibilbide profesionala
| Aldia | Kargua | Erakundea |
|---|---|---|
| 2026 – Gaur egun | Prozesu Ingeniaria – Sistemak | BancoEstado |
| 2026 | Full Stack Garatzailea (Semi Senior) | Grupo Forum – BBVA |
| 2026 | Informatika Ingeniaria & AI/I+G Espezialista | Roadwise |
| 2025 – 2026 | MLOps Engineer & Full Stack Dev | Sociedad de Servicios Generales |
| 2024 – 2025 | Zibersegurtasun Ingeniaria – IT | MRComputer |
| 2021 – 2025 | Sortzailea eta Zuzendaria | La picá del Pipeño (e‑commerce) |
Zertan ari naizen — errepideen mantentze-lanetarako eredu prediktiboak · Java + Spring Boot mikrozerbitzuak Docker eta Kubernetes-ekin · LLM aplikazioak · Hard Knapsack Problems ikerketa (algoritmo genetikoak eta heuristikoak Julia/C-n).
🇬🇧 English · 🇪🇸 Español · ⬆ Hasierara
Languages
AI · Data Science
Frameworks & Frontend
Cloud · DevOps
Databases & Backend Services
Tools & Platforms
| Project · Proyecto · Proiektua | Description · Descripción · Deskribapena | Tech Stack | Links · Enlaces · Estekak |
|---|---|---|---|
| 💸 FinSightAI Oracle Next Education × No Country — Team TwentyNine Devs, G9 LATAM #29 |
Financial-health platform that turns income, debts and transactions into actionable insight: automatic expense categorization, a personalized Financial Score, risk assessment, LLM-generated explanations and tailored recommendations. Microservice architecture — React + TS frontend → Spring Boot (Java 21) API → FastAPI ML service → Supabase, containerized with Docker and deployed across OCI, Render and Vercel behind Caddy. | React · TypeScript · Java 21 · Spring Boot · FastAPI · Scikit-Learn · Supabase · Docker · OCI · LLM |
Live Demo · Repo |
| ⚽ World Cup 2026 Predictor Machine Learning + Monte Carlo — USA · Mexico · Canada 2026 |
End-to-end pipeline estimating well-calibrated championship probabilities from 46,000+ international matches since 1950. A dynamic Elo rating rebuilt chronologically to avoid data leakage, rolling-form features, a multiclass LightGBM 1X2 classifier, a Poisson + Gradient Boosting goal model, and a Monte Carlo simulation projecting thousands of parallel tournaments. | Python · LightGBM · Poisson Regression · Monte Carlo · Pandas · Matplotlib |
Repo |
| 🛣️ Road Infrastructure AI | Computer Vision for road-asset inspection: detection of road studs, delineators, beacons and signage, plus crack analysis on pavement and New Jersey barriers to optimize maintenance planning. | Python · PyTorch · YOLO · OpenCV |
Repo |
| 🎒 Knapsack Optimization Research | Thesis research on Hard Knapsack Problems (Pisinger): brute force, heuristics and multithreaded genetic algorithms, benchmarked across implementations. | Julia · C · Python · AMPL |
Repo |
| 🏠 Housing Price API | Scalable end-to-end API for real-estate price prediction, with regression models trained in Scikit-Learn and deployed to cloud ecosystems. | Python · FastAPI · React · Scikit-Learn |
Repo |
| 📉 Telecom Churn AI | Complete Data Science pipeline for customer retention: complex ETL, deep statistical analysis and predictive models to surface churn patterns. | Python · Pandas · Scikit-Learn |
Repo |
| 💬 Sentiment & Topic Analysis | NLP tool for review analysis: tokenization and classification models that identify polarity and extract the key topics behind customer feedback. | Python · NLP · Machine Learning |
Repo |
| ⚽ Impostor FC | Real-time multiplayer experience built on Socket.IO state synchronization, with a modern UI and a Chilean football theme. | Node.js · Socket.IO · JavaScript |
Repo |
 🆕 FinSightAI AI-powered personal finance platform: expense classification, Financial Score and LLM recommendations. React Spring Boot FastAPI OCIVisit → |
 Centro Médico SmartCare Professional landing page with interactive maps and medical services in southern Chile. React MapsVisit → |
 Rendimiento Integral Landing page and booking system for sports-performance services, integrated with GCP. React SQL GCPVisit → |
 LITESTARTSUP Tech startup turning ideas into simple, effective digital solutions. Interactive 3D elements. React Next.js Three.jsVisit → |
 Our Transfer Secure corporate file-transfer app with instant shareable cloud links. React Azure CloudVisit → |
 Felipe Pereira — Portfolio My professional portfolio: experience, projects, certifications and contact. React Next.jsVisit → |
 Centro Estética F. González Responsive platform for appointment management and a news blog. React GCP ShadcnVisit → |
 Manuel Pereira — Photography Personal brand site for professional photography and artistic editing. Next.js ReactVisit → |
 SPPA.CL Professional services hub: software development and photography. HTML5 CSS3 JSVisit → |
 MRComputer Enterprise Inventory management system and corporate landing page with a modern dashboard. React SQL DashboardVisit → |
 Roadwise.cl Corporate platform for road-infrastructure monitoring, with interactive 3D models of road equipment. React Three.js Next.jsVisit → |
 SSGL.CL Corporate site for a leading road-maintenance company. React Next.js TailwindVisit → |
🏆 Hackathon Oracle Next Education × No Country — FinSightAI, Team TwentyNine Devs
🎓 Scholarships — Oracle Next Education (ONE) G9 · Santander Skills for Work · Pacific Alliance Academic Mobility
130+ professional certifications — see the full list on LinkedIn →
Open to collaboration on AI, Data Science and Full Stack projects.
Abierto a colaborar en proyectos de IA, Ciencia de Datos y Full Stack.
Adimen Artifizialeko, Datu Zientziako eta Full Stack proiektuetan lankidetzarako prest.