Company Filing History:
Years Active: 2018-2023
Title: Innovations of Uri Merhav
Introduction
Uri Merhav is a notable inventor based in Rehovot, Israel. He has made significant contributions to the field of machine learning, holding a total of 15 patents. His work focuses on developing advanced algorithms that enhance the capabilities of machine learning systems.
Latest Patents
One of Uri Merhav's latest patents is a language-agnostic machine learning model for title standardization. This innovative system trains a machine learning model to predict a standardization for a given raw title. The model utilizes a neural network that takes a raw title and a list of candidate titles as input, producing a probability that the raw title and each candidate belong to the same title. This approach allows for the standardization of titles in any language included in the training data, eliminating the need for prior language identification or normalization. Additionally, the model leverages the existence of loan words and relationships between languages.
Another significant patent involves training a neural network using another neural network. In this embodiment, a first deep convolutional neural network (DCNN) is trained to output a value for a specific metric by processing a plurality of labeled sample documents. Subsequently, various transformations of a first input document are evaluated, and a first transformation is selected based on the metric values. A second DCNN is then trained to output a transformation for a document using the selected first transformation.
Career Highlights
Uri Merhav is currently employed at Microsoft Technology Licensing, LLC, where he continues to innovate in the field of machine learning. His work has garnered attention for its practical applications and contributions to technology.
Collaborations
Uri has collaborated with notable colleagues, including Dan Shacham and How Jing, further enhancing the impact of his work through teamwork and shared expertise.
Conclusion
Uri Merhav's contributions to machine learning and his innovative patents demonstrate his commitment to advancing technology. His work continues to influence the field and pave the way for future developments.
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