Han Hu

Title: Han Hu: Innovator in Machine Learning and Visual Data Retrieval

Introduction

Han Hu is a prominent inventor based in Beijing, China, known for his contributions to machine learning and visual data retrieval. With a total of six patents to his name, he has made significant strides in the field of data processing and knowledge distillation techniques.

Latest Patents

One of Han Hu's latest patents is titled "Scalable Knowledge Distillation Techniques for Machine Learning." This patent describes a data processing system that implements a dynamic knowledge distillation process. The process involves dividing training data into multiple batches and distilling a student model from a teacher model through iterative knowledge distillation. It includes instantiating both the teacher and student models in memory and training them using samples from the training data. The performance of the student model is evaluated against that of the teacher model, allowing for feedback to adjust the student's behavior based on performance.

Another notable patent is the "Method and System of Content Retrieval for Visual Data." This system and method facilitate the retrieval of visual assets by receiving a search query that includes textual data. The textual data is encoded into text embedding representations via a trained machine-learning model. The system then compares these representations to visual embedding representations to identify relevant visual asset search results for display.

Career Highlights

Han Hu has worked with notable organizations such as Microsoft Technology Licensing and Tsinghua University. His experience in these institutions has allowed him to develop and refine his innovative ideas in machine learning and data processing.

Collaborations

Throughout his career, Han has collaborated with talented individuals, including Ji Li and Qi Dai. These collaborations have contributed to the advancement of his research and the successful development of his patents.

Conclusion

Han Hu is a distinguished inventor whose work in machine learning and visual data retrieval has made a significant impact in the field. His innovative patents and collaborations highlight his dedication to advancing technology and improving data processing techniques.