This inventor holds 1 USPTO granted patent. Top assignee: Hewlett Packard Enterprise Development LP. Active years: 2026.
Company Filing History:
Years Active: 2026
Title: Maximilian Classen: Innovator in Machine Learning
Introduction
Maximilian Classen is a notable inventor based in Ratingen, Germany. He has made significant contributions to the field of machine learning, particularly in the area of image classification. His innovative approach addresses critical challenges in managing data drift and outliers in machine learning models.
Latest Patents
Maximilian holds a patent titled "Managing data drift and outliers for machine learning models trained for image classification." This patent describes a system and method for updating a machine learning model. The method involves capturing reconstruction errors associated with the reconstruction of images by a pre-trained autoencoder. Data points representing these reconstruction errors are clustered using affinity propagation. A preference value used by the affinity propagation for determining similarity between the data points is dynamically set through linear regression. Outliers and data drifts are determined from clusters of the data points. The classification output of the machine learning model is associated with the outliers and the data drift, allowing for the refinement of the model over a device hosting a training environment. Maximilian has 1 patent to his name.
Career Highlights
Maximilian Classen is currently employed at Hewlett Packard Enterprise Development LP, where he continues to innovate in the field of machine learning. His work focuses on enhancing the accuracy and reliability of machine learning models, which is crucial for various applications in technology and data analysis.
Collaborations
Maximilian has collaborated with talented professionals such as Satish Kumar Mopur and Sridhar Balachandriah. These collaborations have contributed to the advancement of their projects and the development of innovative solutions in machine learning.
Conclusion
Maximilian Classen is a pioneering inventor whose work in machine learning is shaping the future of image classification. His contributions are vital for improving the performance of machine learning models, making significant strides in the field.