Juan Lizcano

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About Me

Turning data into decisions, and ideas into intelligent systems.

Hi! I'm Juan, a Data Scientist and AI Engineer. In September 2026 I graduated from Pontificia Universidad Javeriana (B.S. in Data Science, cum laude) with the highest GPA of the program — the Orden al Mérito Académico Javeriano and the Honor Mention for Best Academic Average. I work as an independent Data & AI Engineer — most recently delivering a data pipeline for Alteon Insurance through Imuko — after leading Computer Vision at Vigías de Colombia, and I love understanding a problem deeply before solving it with data.

Experience

A track record of delivering value across data, AI, and engineering.

Jul 2026 — Present

Freelance Data & AI Engineer

Freelance · Bogotá, Colombia

Independent data and AI engineering for clients. Most recent engagement — through Imuko — building a data pipeline for Alteon Insurance, delivered in July–August 2026.

Data Engineering ETL Pipelines Python SQL
Nov 2025 — Jul 2026

AI Engineer · Computer Vision & LLM/RAG

Vigias de Colombia

Led the Computer Vision side of a full-stack video intelligence system — a hybrid model ensemble (YOLO, D-FINE, RT-DETRv2, PaddlePaddle) that automates event detection and metadata generation from live camera streams — served as containerized APIs (Docker, FastAPI / Flask) on AWS and Azure ML / Databricks, plus NLP / LLM and RAG components integrated into Medallion-architecture data pipelines.

Computer Vision YOLO CUDA LLMs / RAG Docker FastAPI Azure ML / Databricks Golang
Jun 2025 — Nov 2025

Database Administrator

Fiduprevisora — FOMAG

Developed a robust SQL database schema and relational model for a new public health platform dedicated to the Colombian teaching workforce, ensuring data integrity, scalability, and support for longitudinal health tracking.

SQL Data Modeling Databricks Data Governance
Feb 2024 — Jun 2025

Junior Data Scientist

Tu Alianza

Designed and implemented automated dashboards for directors to monitor organizational health and process efficiency, enabling data-driven decision-making across the organization.

Python SQL R PostgreSQL Power BI Tableau
Feb 2024 — Jun 2025

Analyst

Financial Group Javeriana

Developing a comprehensive market analysis pipeline in Python integrating fundamental and quantitative methodologies. Leveraging yfinance API for financial data extraction, implementing NLP for market sentiment analysis, calculating technical indicators like EMA, and incorporating risk management logic to drive automated trading algorithms.

Python Linear Regression TradingView CNN-LSTM NLP
Nov 2023 — Apr 2025

Database Administrator

Comercializadora TS

Architected and structured complex datasets by normalizing schemas and developing robust ETL pipelines for analytical processing.

SQL PostgreSQL Data Modeling Data Warehouse Databricks
Jul 2024 — Jul 2025

Administrative Assistant

Pontificia Universidad Javeriana

Optimized university course scheduling by aligning departmental requirements with student enrollment needs.

SQL Excel
Jan 2024 — Jul 2024

Advanced Programming Tutor

Pontificia Universidad Javeriana

Guiding students through the core pillars of OOP using Java, the mechanics of programming logic, and the intricacies of C++ pointer manipulation.

Java C++

Education

Científico de Datos — Pontificia Universidad Javeriana, cum laude, highest GPA of the program.

B.S. in Data Science (Científico de Datos)

2023 — 2026 · Graduated Sep 10, 2026
Pontificia Universidad Javeriana · Facultad de Ciencias · Bogotá, Colombia

Graduated cum laude with a 4.53 / 5.0 cumulative GPA — the highest of the Data Science program. Thesis on the interpretability of Transformer models: mapping conceptual circuits in GPT-2 Medium through causal interventions that simulate semantic aphasia.

  • Orden al Mérito Académico Javeriano (Sep 2026) — the university's distinction for graduates with an outstanding final cumulative GPA.
  • Mención de Honor al Mejor Promedio Académico (Sep 2026) — Facultad de Ciencias honor mention for the best cumulative GPA in the Data Science program.
  • Academic Excellence Scholarship (2023-1) — highest cumulative GPA in the Data Science program.
  • Outstanding High School Graduate Scholarship (Beca Bachiller Destacado) — Pontificia Universidad Javeriana.
  • University representative at the H4CKFOREDU International Hackathon (Universidad Pontificia de Salamanca, 2024); participant in the UN Datathon 2024.
See the full diploma, graduation record and honors
Machine Learning Statistics Databases NLP Computer Vision

Featured Projects

The work behind the experience — real systems in production and research.

In Production

VIGIAS-IA: Real-Time Video Analytics

Video intelligence system for security where I lead Computer Vision: live camera streams processed in real time with a hybrid model ensemble on NVIDIA DeepStream.

In Production

PIPE-IA: Generative AI for Network Analysis

Generative-AI platform (Condor AI) that turns complex network and territory data into clear, actionable strategic insights.

In Production

Generative AI for Fiscal Control

Generative AI applied to fiscal oversight: automates the analysis of financial and regulatory data, flags anomalies, and produces structured reports.

View case study
In Development

EAOA: Autonomous Operations Ecosystem

Multi-agent system that orchestrates specialized AI agents — persistent memory, function calling, agentic workflows — to automate business processes autonomously.

Hackathon

Tequendama: AI Insurance Platform

Conversational insurance assistant built for the Colsubsidio 30X hackathon — web chat, live voice and WhatsApp: it profiles, quotes, verifies identity (KYC), collects payment and issues the policy without a human in the loop.

Hackathon

PULSO: AI Emergency Routing

Built at Platanus Hack 26 (Bogotá, Emergencies track): turns a paramedic's voice dictation into a structured clinical case and routes the patient to the hospital that can actually receive them — by real travel time and enabled services, not just distance.

Demo

AI Voice Agent for Collections

Real-time outbound voice agent for credit-card collections: Deepgram speech-to-text and text-to-speech with an LLM brain, an FDCPA-compliant script, call persistence and a chat fallback.

Active

Financial Analytics & Market Prediction

Quantitative market pipeline: NLP sentiment, technical indicators, and CNN-LSTM price prediction feeding automated, risk-managed trading.

Thesis

Thesis: Interpretability of Transformer Models

B.S. thesis (Javeriana, 2026): mapping conceptual circuits in GPT-2 Medium with causal interventions — ablations and hooks that simulate semantic aphasia — to understand how Transformers represent meaning.

Delivered

FOMAG Database Architecture

SQL schema and relational model for a national public-health platform serving Colombia's teachers — built for integrity, scale, and longitudinal tracking.

View case study
Active

RAG-Powered AI Assistants

AI assistants grounded on curated knowledge bases to minimize hallucination — including the RAG chatbot running on this site.

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Ask anything about my experience, skills, or projects — powered by Gemini.

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Let's Build Something Together

I'm always open to discussing new projects, creative ideas, or opportunities to be part of your vision. Whether it's data, AI, or engineering — let's connect.