Or Perel

Title: Or Perel: Innovator in Machine Learning Technologies

Introduction

Or Perel is a prominent inventor based in Tel Aviv, Israel. He has made significant contributions to the field of machine learning, particularly in the area of automated form understanding and data generation. With a total of 3 patents to his name, Perel's work is paving the way for advancements in how machines interpret and generate data.

Latest Patents

One of Perel's latest patents is titled "Grammar-based automated generation of annotated synthetic form training data for machine learning." This patent describes techniques for generating training data using a defined grammar to construct form layouts, select key-value units, and choose attribute variants. The generated forms are stored for use in training machine learning models.

Another notable patent is "Automated form understanding via layout agnostic identification of keys and corresponding values." This invention involves creating embeddings of pixels from images of forms, allowing for the identification of keys and values within those forms. A weighted bipartite graph is constructed to analyze the relationships between keys and values, enhancing the understanding of form data.

Career Highlights

Or Perel is currently employed at Amazon Technologies, Inc., where he continues to innovate in the field of machine learning. His work focuses on improving the efficiency and accuracy of automated systems that process forms and data.

Collaborations

Perel has collaborated with notable colleagues, including Hadar Averbuch Elor and Oron Anschel. These partnerships have contributed to the development of advanced technologies in the realm of machine learning.

Conclusion

Or Perel's contributions to machine learning through his innovative patents and work at Amazon Technologies, Inc. highlight his role as a key figure in the advancement of automated data processing technologies. His inventions are set to have a lasting impact on the industry.