Dan Liu

Title: **Innovator Spotlight: Dan Liu and His Contributions to Neural Network Technology**

Introduction

Dan Liu is an accomplished inventor based in Santa Clara, California, USA, known for his innovative contributions to the field of artificial intelligence, specifically in neural networks. With a total of four patents to his name, Liu's work focuses on enhancing how search results are ranked and presented, ultimately improving user experiences in information retrieval.

Latest Patents

Among his latest inventions, Liu holds patents for groundbreaking technologies in neural network frameworks. The first patent centers on a **Rescaling Layer in Neural Network**, which provides a platform utilizing information available to a computer system. This invention allows the neural network to train and determine the probability of user engagement with potential search results. By combining these probabilities, the model generates a comprehensive score to enhance the ranking of search results, ensuring that users receive the most relevant information efficiently.

Another significant contribution is the **Embedding Layer in Neural Network for Ranking Candidates**. Similar to his previous patent, this technology also applies neural network principles to improve the ranking of search results. The embeddings used for the input features are refined during training to optimize user engagement, further exemplifying Liu's commitment to advancing search technologies.

Career Highlights

Dan Liu is currently employed at Microsoft Technology Licensing, LLC, where he explores the intersection of artificial intelligence and user engagement. His work significantly impacts how technology interfaces with human queries, making strides in the neural network domain.

Collaborations

Throughout his career, Liu has had the opportunity to collaborate with talented colleagues, including Daniel Sairom Krishnan and Qi Guo. These partnerships highlight the collaborative nature of innovation, as they work together to push the boundaries of what's possible within their field.

Conclusion

Dan Liu's inventive spirit and dedication to enhancing neural network technology have positioned him as a notable figure in the realm of artificial intelligence. Through his patents, he continues to contribute to the evolution of search technologies, making information retrieval more intuitive and effective for users worldwide. As advancements in AI continue, Liu's innovations will undoubtedly remain influential in shaping the future of technology.