Company Filing History:
Years Active: 2021-2022
Title: Guilherme Ferreira: Innovator in Software Defect Prediction and Semantic Similarity
Introduction
Guilherme Ferreira is a notable inventor based in Raleigh, NC (US). He has made significant contributions to the field of software engineering, particularly in the areas of software defect prediction and semantic similarity in code snippets. With a total of 3 patents, Ferreira's work is paving the way for advancements in machine learning applications within software development.
Latest Patents
Ferreira's latest patents include innovative approaches to software defect prediction. One of his key inventions is a "Devops driven cognitive cost function for software defect prediction." This approach enables domain knowledge-based software defect prediction by creating a cost function that trains a machine learning model to predict defects in software versions. The model incorporates a domain knowledge penalty metric, which is applied to enhance the accuracy of defect predictions.
Another significant patent is focused on "Generating vector representations of code capturing semantic similarity." This invention involves a method and system for obtaining vector representations of code snippets that capture semantic similarity. By training a machine learning model on two sets of code snippets—one representing semantic similarity and the other representing dissimilarity—Ferreira's method minimizes a loss value to effectively capture the semantic relationships in code.
Career Highlights
Guilherme Ferreira is currently employed at International Business Machines Corporation (IBM), where he continues to innovate in the field of software engineering. His work at IBM allows him to collaborate with other talented professionals and contribute to cutting-edge technology solutions.
Collaborations
Ferreira has worked alongside notable colleagues such as Alexander Sobran and Bo Zhang. Their collaborative efforts have further enhanced the impact of their innovations in the software development industry.
Conclusion
Guilherme Ferreira's contributions to software defect prediction and semantic similarity are significant in advancing machine learning applications in software engineering. His innovative patents and collaborative work at IBM highlight his role as a leading inventor in the field.