Ghassan AlRegib

Title: Ghassan AlRegib: Innovator in Neural Network Training

Introduction

Ghassan AlRegib is a prominent inventor based in Johns Creek, GA (US). He has made significant contributions to the field of neural networks and machine learning, holding a total of 4 patents. His work focuses on enhancing the training processes of perception algorithms through innovative techniques.

Latest Patents

One of Ghassan AlRegib's latest patents is titled "Variance of Gradient Based Active Learning Framework for Training Perception Algorithms." This invention explores how neural networks and learning algorithms can utilize a variance of gradients to gain a heuristic understanding of the model. The approach involves receiving a dataset with a vector, annotating it, and calculating a loss value. This loss is then used to update the neural network through backpropagation. An updated dataset allows for the calculation of additional losses, which are pooled to derive a variance of gradients that can further enhance the neural network's training.

Another notable patent focuses on "Neural Network Training." In this patent, a deep neural network (DNN) is trained using a first dataset that includes annotated images of objects. The DNN is tested to determine predictions and uncertainties based on this dataset. A second dataset, containing unannotated images, is then used to refine the DNN's training by selecting a subset of images based on their uncertainties, allowing for improved accuracy in object recognition.

Career Highlights

Ghassan AlRegib is currently employed at Ford Global Technologies, LLC, where he applies his expertise in neural networks to advance the company's technological capabilities. His innovative work has positioned him as a key figure in the development of advanced machine learning techniques.

Collaborations

Throughout his career, Ghassan has collaborated with notable colleagues, including Mohit Prabhushankar and David McCreadie. These partnerships have fostered a collaborative environment that encourages the exchange of ideas and the development of cutting-edge technologies.

Conclusion

Ghassan AlRegib's contributions to the field of neural networks and machine learning are noteworthy. His innovative patents and collaborative efforts continue to shape the future of technology in significant ways.