Process optimization with ML
Reduced operating costs by ~28% using predictive maintenance models.
2023 – presentExperience
MLPythonData Pipelines
3+
Years of experience
40+
Projects delivered
35%
Process improvement (avg.)
15+
Awards & certifications
Data-driven decisions and intelligent systems with real impact.
Engineer with a Magister in Engineering and a strong computer science foundation. Specialized in Data Science, Artificial Intelligence, Machine Learning, and Data Engineering, with experience in software development, data modeling, automation, and statistical analysis.
I work at the intersection of research and business: designing data pipelines, predictive models, and AI solutions that improve decision-making and generate measurable value in real time.
Expertise
Skills & Tools
Data & AI
- Machine Learning
- Deep Learning
- Robotics
- Computer Vision
- Statistical Modeling
- Data Mining
Engineering
- Python
- SQL
- ETL / Data Pipelines
- APIs
- Cloud (AWS/GCP)
- MLOps
Tools
- PyTorch
- TensorFlow
- scikit-learn
- Pandas
- Spark
- Docker
Research
- Experimental Design
- Hypothesis Testing
- Publication & Reporting
- Academic Collaboration
Track record
Experience & Projects
Real-time recommendation system
Increased engagement and conversion through recommender models and feature engineering.
2022 – 2023Experience
Recommendation SystemsAPIsA/B Testing
Reporting and dashboard automation
Saved 20+ hours/week by replacing manual reporting with ETL pipelines and automated visualization.
2021 – 2022Experience
ETLSQLVisualization
Research in modeling and simulation
Publications in indexed journals and applications to industrial process optimization.
2019 – presentExperience
ResearchSimulationOptimization
AI for Physical Systems (Research)
Research-focused modeling to predict the performance of pumps used as turbines for sustainable energy generation.
2024AI Research
PythonMLModelingEnergy
Energy consumption forecasting (Grupo Energía Bogotá)
Data analysis and machine learning models to understand consumption patterns and predict energy demand for planning and decision-making.
2023Machine Learning
PythonTime SeriesForecastingML
Fintech customer experience chatbot (Stable App)
Designed and implemented a customer experience chatbot to improve user support and onboarding flows in a fintech product.
2023Conversational AI
Conversational AIAutomationUXProduct
Sales analytics & AI agents for invoicing (Creditop)
Sales data analysis and AI agents to automate invoicing workflows, improving speed, consistency, and operational visibility.
2024Data + Automation
PythonAnalyticsLLM AgentsAutomation
Computer vision for drone-based analytics (IDB, Suriname)
Built computer vision models for drones to detect pedestrians and infer quality-of-life indicators from aerial imagery to support urban analysis.
2022Computer Vision
PythonComputer VisionDeep LearningDrones
Satellite imagery analytics for informality detection (Drexel University)
Data science project using satellite imagery to analyze urban patterns and detect public informality for research and policy insights.
2022Data Science
PythonRemote SensingComputer VisionAnalytics
Education
Certifications & Diplomas
University diplomas and certifications across data, AI, and technical tools.
Diploma
M.Sc. in Engineering
Universidad de los Andes. Thesis in modeling and data.
DiplomaB.Eng. in Chemical Engineering
Undergraduate degree. Focus on processes and computer science.
CertificationDeep Learning (NVIDIA)
Certification in neural networks and applications.
CertificationLLMs (NVIDIA)
Large Language Models and enterprise applications.
CertificationGenerative AI (Coursera)
Foundations and productivity with generative AI.
CertificationData analysis
Data analysis and applied statistics.
Featured news
SinfonIA earned 2nd place at RoboCup 2023
In Bordeaux, France, the SinfonIA Uniandes team represented Colombia at RoboCup—one of the largest international robotics competitions—and achieved second place in the STANDARD Social Platform subcategory.
- Competed in the domestic/service robotics league, focused on real-world assistance tasks.
- Work integrated ROS, navigation, HRI, computer vision, and NLP.
- The robot executed end-to-end tasks like taking orders, delivering items, and interacting with guests under pressure.
Read the article
Source: Uniandes Engineering (Sep 2023)