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jorge S. — Senior Machine Learning Engineer from Uruguay

jorge S.

Senior Machine Learning Engineer

Uruguay 6+ years
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EnglishSpanish
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About

Jorge S. is a seasoned Software Developer and AI Developer based in Montevideo, Uruguay, with over 11 years of experience across diverse industries including legal, finance, tourism, e-commerce, and embedded systems. As a proficient Machine Learning Engineer, Jorge has demonstrated significant achievements such as developing a regression model using XGBoost for NYC taxi demand prediction and engineering a multimodal product classifier with 85%+ accuracy. Additionally, he has designed scalable image classification microservices and architected an automated ELT pipeline for e-commerce data. As a Full Stack Developer, Jorge has contributed to projects that improved query response times and reduced user interaction overhead, utilizing skills in C#, JavaScript, and SQL Server. His experience in customizing CRM systems and automating data processes underscores his ability to optimize system performance and enhance data integrity. Jorge's formal education in .NET Core development complements his robust technical skills, including expertise in RESTful/SOAP APIs, Docker, and SQL Server.

Experience

  • Machine Learning Engineer

    Anyone AI · 2025 — Present
    Developed a regression model for NYC Taxi Demand & Fare Prediction utilizing XGBoost for trip forecasting. Engineered an 'Early Fusion' MLP model for a multimodal product classifier, incorporating Image and Text Embeddings. Designed a distributed system using FastAPI, Docker, and Redis for scalable image classification microservices, including stress testing for production readiness. Built a binary classification model for credit risk prediction, focusing on AUC-ROC optimization and conducted deep Exploratory Data Analysis (EDA). Architected an automated e-commerce ELT pipeline, integrating external REST APIs to link logistics performance with national holidays.

  • Full Stack Developer (Freelancer)

    null · 2022 — Present
    Created data management controllers in C# to enhance query response times. Developed frontend features with JavaScript, HTML, and CSS, leading to reduced average user interaction times. Automated SQL Server queries and update processes to minimize manual errors. Worked alongside cross-functional teams to ensure data integrity within analytics applications.

  • Full Stack Developer

    Dynamia Software · 2021 — 2022
    Constructed a full-stack tourism booking system utilizing C# and SQL Server, significantly decreasing manual reporting needs. Integrated and tested SOAP APIs, using Postman for quality assurance. Enhanced hotel search functionalities by integrating the Google Maps API, improving user engagement.

  • Tech Support & Software Developer

    Law Firm · 2020 — 2021
    Delivered customized software solutions with C#, SQL Server, JavaScript, HTML, and CSS. Optimized SQL queries which improved the efficiency of email reporting. Integrated SOAP APIs and validated XML data exchanges through Postman. Developed ASP.NET WebForms frontends to manage bookings and reservations.

  • Web Developer

    One · 2019 — 2020
    Developed enterprise systems leveraging .NET and Visual Basic 6. Modernized legacy components, yielding a reduction in technical debt. Improved performance for backend processes and database interactions.

  • Software Developer (Freelancer)

    null · 2018 — 2019
    Created home automation controllers interfaced with hardware, enhancing responsiveness. Integrated systems with centralized automation platforms for real-time control and monitoring.

  • Software Developer

    Middle-Soft · 2015 — 2018
    Developed mobile applications, leading to an increase in daily active users. Improved backend data processing to facilitate mobile and web integration.

  • Software Developer

    Bull · 2013 — 2015
    Built .NET MVC applications for República Microfinanzas, enhancing transaction efficiency. Migrated legacy VB systems to C#, improving scalability for HSBC Brazil. Implemented Data Warehouse solutions using Pentaho to facilitate enhanced data access.

  • Embedded Systems Developer

    Alutel · 2012 — 2013
    Developed embedded systems that integrated with hardware components to improve responsiveness. Created secure and scalable backend web applications.

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