Miroslav Dudik

Title: Miroslav Dudik: Innovator in Data Annotation and Personalization

Introduction

Miroslav Dudik is a notable inventor based in Brooklyn, NY, with a strong focus on innovations in data annotation and personalization. He holds five patents that showcase his expertise in enhancing the way numerical data is represented and utilized.

Latest Patents

One of his latest patents is titled "Perspective annotation for numerical representations." This invention discloses various techniques for providing perspective annotation to numerical representations. The method includes detecting a numerical representation in original content and retrieving one or more perspectives from a database based on the detected numerical representation. These perspectives restate the information contained in the numerical representation and annotate the original content to form an enriched annotated content.

Another significant patent is "System for effective use of data for personalization." This invention performs off-policy evaluation of a new 'target' policy using historical data gathered from a previous 'logging' policy. It estimates the performance of the target policy through an estimator that can be either quality-based or quality-agnostic. The quality-agnostic estimator evaluates an importance weight according to a threshold, clipping it when it exceeds the threshold. In contrast, the quality-based estimator incorporates the quality of the reward predictor to modify the importance weight used by the estimator.

Career Highlights

Miroslav has worked with prominent companies such as Microsoft Technology Licensing, LLC and Excalibur IP, LLC. His experience in these organizations has contributed significantly to his development as an inventor and innovator in the field of data technology.

Collaborations

Miroslav has collaborated with notable individuals in the industry, including John C. Langford and Alekh Agarwal. These collaborations have likely enriched his work and expanded his contributions to the field.

Conclusion

Miroslav Dudik is a distinguished inventor whose work in data annotation and personalization has led to significant advancements in the field. His innovative patents and collaborations reflect his commitment to enhancing the way data is utilized and understood.