Development of mobile applications for data collection integrated with Machine Learning environment

• Grant number: 25/25924-8
• Support Opportunities: Scholarships in Brazil - Scientific Initiation
• Start date: December 01, 2025
• End date: September 30, 2026
• Field of knowledge: Physical Sciences and Mathematics - Computer Science - Computer Systems
• Principal Investigator: Alfredo Goldman vel Lejbman
• Grantee: Higor Mauricio da Silva
• Host Institution: Instituto de Matemática e Estatística (IME). Universidade de São Paulo (USP). São Paulo , SP, Brazil
• Associated research grant: 25/14010-5 - Development of mobile applications for data collection integrated with Machine Learning environment, AP.R

Abstract

This proposal, associated with the thematic project "Trends in High Performance Computing: from resource management to new computer architectures" (19/26702-8), aims to develop an intelligent model training system for the SPIRA-BM project, which aims to develop an intelligent system for detecting respiratory failure through voice. The first stage will include improving the SPIRA-BM mobile application and data collection API to streamline the collection of registration data and audio recordings. The second stage will consist of restructuring the storage of these data to facilitate their processing with signal, audio, and natural language processing techniques. Finally, the third stage will consist of developing an automated model training pipeline (following a preexisting model) to validate the ability to train new versions of the model as more data is collected. (AU)