Santiago Martínez Novoa

Santiago Martínez Novoa

Machine Learning Researcher | Multilingual NLP & Trustworthy LLM Evaluation

CV Resume

Machine Learning Intern

Published:

Machine Learning Intern

Company: Precia PPV S.A
Location: {‘es’: ‘Bogotá, Colombia’, ‘en’: ‘Bogotá, Colombia’}
Period: 2024-08 - 2024-12
Type: internship

Key Achievements

  • Co-develop and train a Multi-layer Perceptron (MLP) to reduce the calculation time of a critical financial metric by 70%, providing clients with significantly faster access to preliminary estimates.
  • Design and implement end-to-end AWS infrastructure including robust ETL pipelines integrating multiple data sources (databases, FSx servers) and automate model deployment using AWS Glue and Lambda functions.
  • Conduct data exploration and engineering to optimize model accuracy and efficiency across development and production environments.

Technologies

Python, AWS, AWS Glue, Lambda, Machine Learning, ETL