Work Experience
- Software Developper Sr , SNGULAR
Remote, México. October 2023 – Present
– Built an AI assistant and RAG-based system for automatic detection, filtering, and email notification of government tenders in Guatemala. Combined web scraping, LLM evaluation, and Gmail automation to summarize and deliver only relevant opportunities to clients.
– Built AI assistants and autonomous agents with LLaMA 2, GPT-4, Mixtral, and DeepSeek for sales opportunity detection.
– Built a molecule recommendation engine using statistical models and business rules; leveraged LLMs to interpret client needs and translate them into actionable recommendations.
- Machine Learning Developer. Emergys
Guadalajara, México. January 2022 – June 2023
– Developed software using Optical Character Recognition (OCR) and Natural Language Processing (NLP) for document review and validation.
– Leading a software development team creating the workflow, establishing standardization of practices and creating the software architecture.
– Helping in the sizing of technologies, time estimation, technical resources, architecture and personnel of new machine learning projects.
- Computer Vision Engenieer Jr. Lingodub
Covent Garden. London January 2021 – January 2022.
– Developed and evaluated multiple object detection, classification and segmentation models for market research in the construction industry using YOLO, detectron2, Faster in Python and AWS.
– Creation of API using postman for machine learning model deployment
Analysis, cleaning, and labeling of data for machine learning model training.
- Machine Learning Resercher. Center for Automation and Robotics (UPM-CSIC)
Madrid, Spain February 2021 – December 2021
– Developed machine vision models for precision agriculture using Keras, Tensor Flow, Matlab, Retina Net, Python, Jupyther, Python 3, LabelImg.
– Worked with Robotic Operating Systems (ROS) for teleoperation of autonomous vehicles using ROS, Matlab.
– Writing of scientific articles and creation of posters for scientific congresses.
- Engineer in Photovoltaic Systems Design, Universidad Tecnológica de los Valles Centrales de Oaxaca
Mexico. May 2020 to February 2021
– Dimensioned a photovoltaic system for a stand-alone greenhouse.
– Designed software (with Python and C#) to assist with calculations for the dimensioning of photovoltaic systems.
Academic Professional
- Principal Teacher Data Science. Creation of a computer vision workshop focused on object detection and classification using convolutional neural networks for aerospace applications for undergraduate students. (June 2023 – July 2023)
- Principal Teacher Data Science.Data Science Fundamentals and Artificial Intelligence Fundamentals bootcamp teacher at UTEL University (January 2023 to July 2023).
- Professor Associate in the program: «Advisors by accompaniment». Algebra I, Algebra II Geometry and Trigonometry, Agricultural High School. Universidad Autónoma Chapingo (March 2018 to November 2018).
- Professor Assistant in the program: «Peer Mathematics» Vector Calculus, Differential Equations, and Linear Algebra. Department of Phytotechnics, Department of Protected Horticulture. Universidad Autónoma Chapingo (September 2018 to December 2018).
- Professor Associate In the program: «Peer Advisors». Analytic Geometry, Integral Calculus and Differential Calculus, Agricultural High School. Universidad Autónoma Chapingo (August 2017 to February 2019).