Jorge Torres Arboleda
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Data Engineer | ML Engineer | Data Scientist | Web Scraper | Computer Vision |
Medellín, Antioquia, Colombia
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Data Engineer public Remote experienceDataknowJan 2024 - Current (1 year 8 months)- OData Science InternOFFCORSS - C.I. HERMECO S.A.Apr 2023 - Oct 2023 (7 months)- Advanced web scraping solutions - Predictive modeling projects - Deploying machine learning models I've led data-driven projects, specializing in advanced web scraping solutions. I engineered a comprehensive infrastructure and system for data extraction, going beyond Python. This infrastructure was designed to be deployed to a server for automation and streamlining of the data extraction process, ensuring accuracy and regular updates. Additionally, I actively contributed to predictive modeling projects, collaborating on model integration with databases and user interfaces. My role also encompassed deploying machine learning models to provide actionable insights to end-users, including the development of user-friendly interfaces and incor
- Research assistantInstitucion Universitaria ITMJan 2022 - Aug 2023 (1 year 8 months)- Developed "Fast Computational Algorithm for Phase Mask Optimization" presented at Optica Imaging 2023 in Boston, Massachusetts, USA (Abstract ID: JW2A.38). Optimization of phase masks using Python with computer vision in the area of holography and computational optics. Developed "Fast Computational Algorithm for Phase Mask Optimization" presented at Optica Imaging 2023 in Boston, Massachusetts, USA (Abstract ID: JW2A.38).
- Young researcherInstitucion Universitaria ITMJan 2021- Software development in Python to extract data from geophysical graphs using computer vision.
- Young researcherInstitucion Universitaria ITMApr 2020 - Dec 2020 (9 months)- Development of machine learning algorithms for reconstruction of geophysical data from known data. Instructor in the training cycle: Crash Course of Introduction to Data Science: Python and Pandas for beginners, in the framework of "Young Researchers
Education
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- DDiploma in Machine Learning Fundamentals for Computer VisionOct 2022 - Jun 2023 (9 months)Enhanced skills in applying machine learning and computer vision techniques to solve engineering challenges across various contexts during an intensive 100-hour training program. Acquired expertise in pattern detection, image classification, and visual data processing, enabling me to address complex problems in the field of engineering and technology.
- Mechatronics EngineeringInstitucion Universitaria ITMJun 2019 - Jun 2023 (4 years 1 month)
Projects (professional or personal)
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- PPlate-based Entry Management SystemMar 2023 - Current (2 years 6 months)- Developer I took the lead in developing the first phase of a Plate-based Entry Management System, a comprehensive solution for entry and exit control in residential complexes, institutions like shopping malls, universities, and businesses. In this initial phase, our focus was on designing and implementing an efficient license plate detection system. Our project roadmap includes: Phase 2: Optical Character Recognition (OCR) Phase 3: Database Integration Phase 4: User Interface (UI) Development
- AAutonomous Driving Simulation with Turtlebot3Feb 2023 - Jun 2023 (5 months)Programming of the Turtlebot3 robot for autonomous driving by developing computer vision methods with OpenCV and integrating them with ROS and Gazebo.
- IHand Gesture ControlInstituto Tecnológico Metropolitano I.T.M.Jun 2022 - Nov 2022 (6 months)Hand sign detection using OpenCV from descriptor extraction with Hu moments and training by XGBoost machine learning method. This algorithm also allows to control anything in the computer or other systems.