Antonio Verdone
Senior Machine Learning Engineer @NYU Langone Health
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WORK HISTORY
Senior Machine Learning Engineer @NYU Langone Health
NY, US
Diseño e implementación de un sistema de extracción de patologías para informes de radiología, con pretraining y finetuning de modelos BERT, incluyendo NYUTron, finetuning de Llama 2/3 (LLMs) con LoRA, resultando en un aumento del 135% en la exposición a patologías importantes, mejorando los resultados educativos para los residentes.• Diseño e implementación de un sistema para desplegar un modelo de ML de segmentación de glioma en MRI al sistema PACS usando Python, Docker y Mercure para proporcionar acceso a los clínicos a través de Visage (proveedor de PACS).• Liderazgo de un equipo de ingenieros de ML y becarios en el desarrollo de modelos para el departamento de Radiología.• Creación de SRS, IRB, objetivos del proyecto, propuestas de proyectos y planes de proyectos para diversos proyectos.• Reclutamiento con éxito de un Research Engineer y un becario. Responsable de realizar las entrevistas técnicas de ML de todos los perfiles dentro del Programa de IA. Creación de un ejercicio de codificación de deep learning en Pytorch (con Lightning) para el proceso de entrevista de Research Scientists y Research Engineers.
EDUCATION
The University of Edinburgh
Master of Science - MSc in Artificial Intelligence, Computer Science
Universidad Complutense de Madrid
Bachelor's degree in Mathematics and Statistics
SKILLS
ABOUT ANTONIO VERDONE
Machine learning practitioner with a focus on computer vision. Interested in research and development in deep learning and the broader field of artificial intelligence and its applications.I am a self-driven professional with accomplishments in the whole data science cycle: from understanding a business problem and translating it into technical requirements; to researching the literature, performing statistical data analysis and applying state-of-the-art algorithms; to deploying into production using the cloud.I keep myself in a continuous learning process, where I improve and expand my skills, and I keep up to date with the latest technologies and news about science and artificial intelligence.I thrive in collaborative and intellectually stimulating environments, and I enjoy mentoring people and learning from other members of my team.I am a strong developer in Python and its ecosystem (numpy, pandas, scikit-learn, pytorch, opencv, etc.) and I am comfortable using cloud technologies (Amazon SageMaker, AWS Lambda, Google AI Platform). Moreover, I have a proven track record of adopting new technologies in a short time.
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