Education & Certifications
Academic background, research publications, and certifications
Academic Education
Master's Degree in Machine Learning and Healthcare
2022 - 2023Universidad Carlos III de Madrid
Relevant Courses: Machine Learning, Deep Learning, Computer Vision, Data Modelling, NLP, Information Theory.
View Program Details →Thesis:
Master's Thesis: Intraocular position estimation in cataract surgery using machine learning. Used supervised machine learning techniques to estimate the best Intraocular lens (IOL) to be implanted on a patient after cataract surgery using pre-operative images. Improved state-of-the-art performance by up to 11%. Project made in collaboration with Spanish National Research Council (CSIC).
Relevant Courses:
Bachelor's Degree in Data Science and Engineering
2018 - 2022Universidad Carlos III de Madrid
Relevant Courses: Supervised/Unsupervised Learning, Reinforcement Learning, Transfer Learning, Databases, Neural Networks, Deep Learning, Programming (Python,R,SQL, Scikit-Learn), Statistical Learning, Data structures, Big Data.
View Program Details →Thesis:
Bachelor's Thesis: Design of AI algorithms for the construction of 3D models for the human lens. Created a deep learning semantic segmentation model using PyTorch to segment real-world images of patient's eyes after cataract surgery. Improved state-of-the-art by 7%, helping in the diagnosis of cataracts and presbyopia. Project made in collaboration with Spanish National Research Council (CSIC).
Relevant Courses:
Research Publications
Automatic segmentation and quantification of OCT images before and after cataract surgery using deep learning
Developed using Python a deep learning segmentation algorithm (feature pyramid network with pre-trained encoder) for anterior eye OCT images, achieving 93.2% accuracy and 0.34 s/image processing time.
Impact: This research contributes to the diagnosis of cataracts and presbyopia, helping ophthalmologists make more accurate assessments of patient eye health.
Professional Certifications
AWS Certified Machine Learning – Specialty
Demonstrates advanced proficiency in building, training, tuning, and deploying machine learning models on AWS, validating two years of hands-on experience.
View Certification Details →AWS Solutions Architect – Associate
Validates expertise in designing secure, scalable, and cost-optimized solutions using a broad range of AWS services.
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Databricks Data Engineer – Associate
Certifies ability to design, develop, test, and maintain robust batch and streaming data pipelines on the Databricks platform, gaining experience with data warehouses, data lakes, ETL and PySpark.
View Certification Details →AWS AI Practitioner
Recognizes foundational knowledge of AI/ML concepts and best practices for implementing AI solutions on AWS.
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