Capabilities

What I build, and the technology behind it

What I can design and build end to end: each capability backed by shipped products, open-source libraries, or production systems.

Product Engineering

Complete products end to end: execution engines, visual editors, plugin systems, and the architecture that ties them together.

AI Platforms

LLM, RAG, and agent systems designed for production: evaluation, cost, and reliability.

Machine Learning Infrastructure

Training, deployment, monitoring, and AutoML: the domain of my open-source libraries.

Data Engineering

Pipelines, streaming, and data platforms that keep complex systems fed and reliable.

Cloud Architecture

Containerized platforms, CI/CD, and infrastructure as code on Azure.

Python Ecosystem

Libraries published on PyPI and conda-forge, with public documentation and CI.

Technology

The tools I reach for most, and the ones I bring in when a project needs them.

Core stack

PythonOpenAI LLM'sMongoDBDockerAzureRedisGitPostgres

Also in the toolbox

MySQLBash / TerminalSnowflakeAirflowJSCSS 3ReactKafkaPower BI

Professional Experience

From data analytics to ML engineering and technical leadership.

Senior ML Engineer

EPAM Systems · 2023 to Present

Leading ML engineering initiatives and AI strategy for enterprise clients. Specialized in production ML systems, LLMs, and RAG implementations.

Azure MLLLMsRAGMLOpsEnterprise AI

Sr Data Scientist

Globant · 2021 to 2023

Built AutoML models and made them available to non-technical users from a graphical interface.

PythonAutoMLData PipelinesCloud MLdocker

BI Manager

Rappi · 2019 to 2021

Led a team of analysts and data scientists delivering ETLs, data lakes/warehouses, and ML models.

RecommendationsForecastingETLData WarehousingTeam Leadership

CRM Analytics Coordinator

Avianca · 2018 to 2019

Tech lead for BI, Data Science and DBA team. Built forecasting models, a data warehouse and Power BI dashboards.

Predictive AnalyticsOperations ResearchBusiness Intelligence

BI Analyst

OneLink · 2016 to 2018

Built interactive dashboards, ETLs and SQL queries to show company KPIs.

BIProcess AutomationSQLETL

Companies I have worked with

EPAM Systems

Globant

Rappi

Avianca

OneLink

Are you building an AI or data platform?

I design and build critical systems end to end: architecture, data, models, and product. If that is the scale you are working at, let us talk.

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