Company Filing History:
Years Active: 2022-2025
Title: **Inventor Spotlight: Johannes Balle**
Introduction
Johannes Balle is a notable inventor based in San Francisco, CA, recognized for his contributions to data compression technology. With a total of seven patents to his name, Balle continues to explore innovative solutions to complex problems in the realm of machine learning and data processing.
Latest Patents
One of Johannes Balle's most recent patents focuses on **data compression using integer neural networks**. This invention encompasses methods, systems, and apparatuses, which include computer programs encoded on a computer storage medium. It aims to reliably perform data compression and decompression across a wide variety of hardware and software platforms utilizing integer neural networks. The method outlined involves processing input components and generating probability distributions over predetermined sets of possible code symbols for data components.
Another significant patent details the **compression of machine-learned models via entropy penalized weight reparameterization**. This innovation presents a method for learning a compressed representation of a neural network's parameters within a reparameterization space during model training. This end-to-end model weight compression approach not only imposes an entropy penalty during training but also facilitates post-training compression using arithmetic coding. It optimally balances accuracy and model compressibility through a specified rate-error trade-off.
Career Highlights
Johannes Balle's professional journey has been significantly shaped by his role at Google Inc., where he develops cutting-edge technologies that enhance data processing capabilities. His innovative mindset and technical expertise have allowed him to stand out in a competitive field, making substantial contributions to advancements in machine learning.
Collaborations
Throughout his career, Balle has worked alongside talented professionals such as Saurabh Singh and Nicholas M Johnston. Collaborating with such skilled colleagues has fostered an environment of creativity and innovation, resulting in pioneering solutions that address contemporary challenges in data management.
Conclusion
In summary, Johannes Balle exemplifies the spirit of innovation through his work and patented inventions. His contributions to data compression and machine learning through his advanced methodologies continue to impact the industry significantly. As technology evolves, Balle’s ongoing dedication to research and development illuminates the path for future advancements in data processing.
Inventor’s Patent Attorneys refers to legal professionals with specialized expertise in representing inventors throughout the patent process. These attorneys assist inventors in navigating the complexities of patent law, including filing patent applications, conducting patent searches, and protecting intellectual property rights. They play a crucial role in helping inventors secure patents for their innovative creations.