Manny Jain

Title: Innovations by Manny Jain in User Action Prediction

Introduction

Manny Jain is an accomplished inventor based in Bengaluru, India. He has made significant contributions to the field of user behavior prediction through his innovative patent. His work focuses on utilizing clickstream data to forecast future user actions, which has important implications for various applications in technology and marketing.

Latest Patents

Manny Jain holds a patent titled "Determining future user actions using time-based featurization of clickstream data." This patent describes methods and apparatuses for predicting user actions by analyzing clickstream data from web browsing sessions. The process involves capturing clickstream data, converting it into tokens, and generating a frequency matrix based on these tokens. By creating latent feature vectors and merging them with clickstream data, Jain's invention allows for the assignment of time-decayed weight values to enhance the accuracy of predictions. Ultimately, a machine learning model is executed using the generated clickstream embedding to predict user actions effectively.

Career Highlights

Manny Jain is currently employed at Fmr Corp., where he applies his expertise in data analysis and machine learning. His innovative approach to understanding user behavior has positioned him as a valuable asset in his field. Jain's work not only contributes to his company but also advances the broader understanding of user interaction with digital platforms.

Collaborations

Manny collaborates with talented professionals such as Emily Strong and Serdar Kadioglu. Their combined efforts foster a creative environment that encourages innovation and the development of cutting-edge technologies.

Conclusion

Manny Jain's contributions to the field of user action prediction through his patent demonstrate his innovative spirit and technical expertise. His work has the potential to transform how businesses understand and engage with their users.