Sahand Ghorbanpour

Title: Sahand Ghorbanpour: Innovator in Machine Learning and Natural Language Processing

Introduction

Sahand Ghorbanpour is a notable inventor based in Milpitas, CA (US). He has made significant contributions to the fields of machine learning and natural language processing. With a total of 3 patents, Ghorbanpour's work focuses on enhancing the robustness of machine learning models and improving client query responses through innovative workflows.

Latest Patents

Ghorbanpour's latest patents include a "Reinforcement Learning Agent to Measure Robustness of Black-Box Image Classification Models." This patent describes systems and methods for using reinforcement learning agents to conduct adversarial black-box attacks. The goal is to determine and refine the robustness of machine learning models by computing the sensitivity of these models in classifying images with added and removed distortions. The process continues until the model misclassifies the image, allowing for a measure of robustness to be determined and the model to be retrained if necessary.

Another significant patent is the "Natural Language Processing Workflow for Responding to Client Queries." This invention outlines a workflow for determining answers to client queries using a set of machine learning models. The workflow involves receiving a query from a client, selecting appropriate models based on available resources, and processing the query through multiple stages to arrive at a final answer. The results are then transmitted back to the client, enhancing the efficiency of client interactions.

Career Highlights

Sahand Ghorbanpour is currently employed at Hewlett Packard Enterprise Development LP, where he applies his expertise in machine learning and natural language processing. His innovative approaches have contributed to the development of advanced technologies that improve user experience and model performance.

Collaborations

Ghorbanpour has collaborated with notable colleagues, including Vineet Gundecha and Soumyendu Sarkar. These collaborations have fostered a creative environment that encourages the exchange of ideas and the development of cutting-edge solutions.

Conclusion

Sahand Ghorbanpour is a distinguished inventor whose work in machine learning and natural language processing has led to significant advancements in the field. His patents reflect a commitment to innovation and a desire to improve technology for practical applications.