Gautam Prasad

Title: Innovations of Gautam Prasad

Introduction

Gautam Prasad is an accomplished inventor based in Los Angeles, CA. He has made significant contributions to the field of machine learning and human-computer interaction. With a total of three patents to his name, Gautam is recognized for his innovative approaches to forecasting human gaze and action localization in videos.

Latest Patents

One of Gautam's latest patents is titled "Machine learning based forecasting of human gaze." This method involves determining a measured eye gaze position of a user and predicting future gaze positions using a long short-term memory (LSTM) model. The process includes calculating incremental changes in gaze positions to enhance accuracy in predictions.

Another notable patent is "Weakly-supervised action localization by sparse temporal pooling network." This invention provides systems and methods for localizing and classifying actions in untrimmed videos using machine-learned models. The model can predict temporal intervals of human actions based solely on video-level class labels, without requiring detailed temporal localization information. It recognizes actions and identifies keyframes through adaptive temporal pooling, allowing for effective action recognition.

Career Highlights

Gautam Prasad is currently employed at Google Inc., where he continues to push the boundaries of technology and innovation. His work focuses on integrating machine learning techniques into practical applications that enhance user experience and interaction.

Collaborations

Gautam has collaborated with talented individuals such as Ting Liu and Phuc Xuan Nguyen. These partnerships have contributed to the development of his innovative projects and patents.

Conclusion

Gautam Prasad is a prominent inventor whose work in machine learning and human-computer interaction has led to significant advancements in technology. His patents reflect a deep understanding of user behavior and innovative problem-solving.