Amruta Saraf

Title: Amruta Saraf: Innovator in Age Estimation Technology

Introduction

Amruta Saraf is a talented inventor based in Atlanta, GA, who has made significant contributions to the field of machine learning and age estimation technology. With a focus on developing innovative systems and methods, she has successfully secured a patent that showcases her expertise and creativity.

Latest Patents

Amruta Saraf holds a patent for her invention titled "Age estimation from speech." This patent discloses systems and methods that utilize computing processes executing machine-learning architectures. These architectures implement label distribution loss functions to enhance age estimation performance and generalization. The machine-learning architecture comprises a front-end neural network that defines a speaker embedding extraction engine and a backend neural network that serves as the age estimation engine. The embedding extractor is trained to extract low-level acoustic features from audio signals, such as mel-frequency cepstral coefficients (MFCCs). It then generates a feature vector that mathematically represents these low-level features. The age estimator is designed to produce an estimated age for the speaker along with a Gaussian probability distribution around that estimate.

Career Highlights

Amruta is currently employed at Pindrop Security, Inc., where she applies her skills in machine learning and artificial intelligence to develop cutting-edge technologies. Her work has positioned her as a key player in the field, contributing to advancements in age estimation and speech analysis.

Collaborations

Amruta collaborates with talented professionals such as Elie Khoury and Ganesh Sivaraman, who share her passion for innovation and technology. Together, they work on projects that push the boundaries of what is possible in their field.

Conclusion

Amruta Saraf is a pioneering inventor whose work in age estimation technology exemplifies the intersection of machine learning and practical applications. Her contributions continue to influence the industry and inspire future innovations.