I am a problem solver: since the beginning of my career, I have participated in programming competi tions, becoming a critical and creative person. When it comes to teamwork, one of my main priorities is to contribute with open and clear communication to optimize the assigned tasks. I love learning new things and sharing my knowledge.
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Jobs
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AI Engineer
LiDARit
Nov 2023 - Current(2 years 7 months)
Leading a team in developing multiple systems powered by language models. Impacting over 30,000 university users with our AI professors platform. Implemented several CV AI pipelines for medical image analysis and generative AI projects. Led a team in implementing preprocessing and training pipelines for mineral prediction using Python and Azure ML. Also implemented a web application for training and evaluating prediction models using React, Flask, and Docker. Automated various tasks for database administration
Machine Learning Engineer
Citric Sheep
May 2023 - Oct 2023(6 months)
Led several AI projects solving complex problems such as a medical model to estimate acetabular cup angles to optimize hip CT scans. I had to deploy solutions for critical clients and correct software engineering practices where used in order to have success. Also we implemented AI security systems for a daycare using a test driven development to finetune the models.
Development Internship
Siesa
Nov 2022 - Apr 2023(6 months)
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Software Developer
bld.ai
May 2021 - Nov 2022(1 year 7 months)
I led a development team training a model to predict presence of minerals over Ontario's ground. Used PyTorch is one tool very usefull to train some DNN models and I used it to perform experiments over finding the best model to fit the geospatial data and Azur ML to deploy the model for the customer
Education
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Systems and Computer Engineering
Universidad Javeriana de Cali
Jul 2017 - Jan 2024(6 years 7 months)
Projects (professional or personal)
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Playlists Synchronizer App
Client
Aug 2024 - Oct 2024(3 months)
Implemented a web app with django and next.js to sync playlists among platforms in real time
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Automatic Audio Equalization with embedding models
Feb 2024 - Apr 2024(3 months)
Made an embedding model to do automatic audio equaliaztion from text descriptions. Trained an ML model using en embedding layer with GPT
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RAPIQUE Features Algorithm Optimization
Mar 2024 - Jun 2024(4 months)
I used CUDA and ML to reduce the execution time of a video algorithm from 19 to 9 seconds
Customer Service AI Agent
LiDARit - Real Groupe Interactive
Feb 2024 - Apr 2024(3 months)
Implemented a customer service agent to attend querys from the customers using a llm architecture with websocket and django.
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Estimation of Acetabular Cup Angles
May 2023 - Sep 2024(1 year 5 months)
Built a CNN that estimates the inclination and anteversion angles of the acetabular cup using a single hip X-ray image. Used transfer learning techniques and technologies like Pytorch and OpenCV. FInally it estimated inclination with 82% precision and anteversion with 68%
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Mineral ground prediction
bld.ai
Jan 2022 - Sep 2024(2 years 9 months)
Led an AI team on the trainning of a model to estimate mineral types over Ontario's ground from geospatial and quimical data. Achieved 76% accuracy and deployed the model for the customer in the Azure ML environment