Company Filing History:
Years Active: 2022-2025
Title: Doron Singer: Innovator in Machine Learning Technologies
Introduction
Doron Singer is a prominent inventor based in Tel Aviv, Israel, known for his contributions to the field of machine learning. With a total of three patents to his name, he has made significant strides in developing innovative technologies that enhance computational efficiency and processing capabilities.
Latest Patents
One of Doron Singer's latest patents is titled "Machine learning with variable-shape tensors." This invention involves an apparatus that includes a memory and one or more processors. The memory is designed to store tensors for machine learning processing. The processors receive a work plan associated with a subgraph of a machine learning graph, which supports the processing of tensors with shapes in a selected range. The processors also modify the work plan based on the actual shape of the input tensor to ensure efficient processing.
Another notable patent is "Fine-grained pipelining using index space mapping." This method defines a processing pipeline that includes a first stage where producer processors compute and output data to a buffer, followed by a second stage where consumer processors read the data and apply computational tasks. The computational tasks are divided into independent work units, and a mapping is generated between the index space and buffer addresses, allowing for efficient execution of work units.
Career Highlights
Doron Singer is currently employed at Habana Labs Ltd., a company that specializes in developing advanced machine learning solutions. His work at Habana Labs has positioned him as a key player in the field of artificial intelligence and machine learning technologies.
Collaborations
Doron collaborates with notable colleagues, including Michael Zuckerman and Tzachi Cohen, who contribute to the innovative projects at Habana Labs. Their combined expertise fosters a dynamic environment for technological advancement.
Conclusion
Doron Singer's contributions to machine learning through his patents and work at Habana Labs highlight his role as an influential inventor in the tech industry. His innovative approaches continue to shape the future of machine learning technologies.