Umit M Cakmak

Title: Umit M Cakmak: Innovator in Machine Learning

Introduction

Umit M Cakmak is a prominent inventor based in Cracow, Poland. He has made significant contributions to the field of machine learning, holding a total of 4 patents. His work focuses on enhancing the performance of machine learning models, particularly in scenarios with limited test data.

Latest Patents

Cakmak's latest patents include innovative methods for assessing machine learning performance. One notable patent is titled "Assessment of machine learning performance with limited test data." This invention discloses a method, computer program product, and system designed to mitigate performance digression in machine learning due to insufficient test data availability. The process involves receiving a set of data, parsing it into training and test data, and generating a trained model. Performance values are recorded and compared against a baseline to ensure accuracy.

Another significant patent is "Automatically determining accuracy of a predictive model." This invention describes a processor that acquires a trained predictive computational model and applies a reduced complexity model to evaluate its accuracy. By selecting metrics and generating quality indicators, the processor determines the model's accuracy based on its performance.

Career Highlights

Umit M Cakmak is currently employed at International Business Machines Corporation (IBM), where he continues to innovate in the field of machine learning. His work at IBM has allowed him to collaborate with other talented professionals and contribute to cutting-edge research and development.

Collaborations

Cakmak has worked alongside notable colleagues such as Lukasz Grzegorz Cmielowski and Wojciech Sobala. Their collaborative efforts have further advanced the field of machine learning and contributed to the success of their projects.

Conclusion

Umit M Cakmak is a distinguished inventor whose work in machine learning has led to valuable patents and advancements in the field. His contributions continue to shape the future of technology and innovation.