Company Filing History:
Years Active: 2018-2019
Title: Innovations by Anatoly Yakovenko
Introduction
Anatoly Yakovenko is a prominent inventor based in San Francisco, CA. He has made significant contributions to the field of data compression through his innovative patents. With a total of 2 patents, Yakovenko's work focuses on utilizing neural networks for lossless data compression.
Latest Patents
One of Yakovenko's latest patents is titled "Lossless compression of a content item using a neural network trained on content item cohorts." This patent describes a computing system that employs a neural network to train multiple symbol prediction models. Each model is tailored based on a specific cohort of content items, allowing for efficient lossless compression based on the intrinsic characteristics of the content item, such as its type or file extension. The content item is then compressed using a set of symbol predictions generated by the selected model.
Another notable patent is "Techniques for general-purpose lossless data compression using a recurrent neural network." This invention outlines a method for compressing an original content item into a baseline lossless compressed data format. The process involves binarizing the data format and applying arithmetic coding based on probability estimates generated by a neural network probability estimator. This technique enhances the efficiency of lossless data compression.
Career Highlights
Anatoly Yakovenko is currently employed at Dropbox, Inc., where he continues to develop innovative solutions in data compression. His expertise in neural networks and data processing has positioned him as a key contributor in his field.
Collaborations
Yakovenko has collaborated with notable colleagues, including Daniel R Horn and Jongmin Baek. Their combined efforts have further advanced the research and development of data compression technologies.
Conclusion
Anatoly Yakovenko's contributions to the field of data compression through his innovative patents demonstrate his expertise and commitment to advancing technology. His work at Dropbox, Inc. continues to influence the way data is processed and compressed, showcasing the importance of innovation in this area.