This inventor holds 7 USPTO granted patents and 6 published patent applications. Top assignees: International Business Machines Corporation, Massachusetts Institute of Technology. Active years: 2022-2026.
Company Filing History:
7 out of 166,325 
2 out of 8,578 
Years Active: 2022-2026
Title: Prasanna Sattigeri: Innovator in Deep Learning and Image Classification
Introduction
Prasanna Sattigeri is a notable inventor based in Acton, MA (US). He has made significant contributions to the fields of deep learning and image classification, holding a total of 7 patents. His work focuses on enhancing the capabilities of classifiers through innovative methods.
Latest Patents
One of his latest patents is titled "Contrastive explanations for images with monotonic attribute functions." This invention involves a method for generating contrastive information for a classifier prediction. It includes receiving image data, using a deep learning classifier model to predict classifications, and identifying high-level features that are absent from the input image. The method aims to create a pertinent-positive image that modifies the input image to achieve a different classification.
Another significant patent is "Multi-source transfer learning from pre-trained networks." This patent describes a computer-implemented method for training neural networks based on various learning objectives. It involves training a first neural network to produce intermediate and final feature functions, which are then used to train a second neural network for classification based on target task samples.
Career Highlights
Prasanna Sattigeri has worked with prestigious organizations such as IBM and the Massachusetts Institute of Technology. His experience in these institutions has allowed him to develop and refine his innovative ideas in the realm of artificial intelligence and machine learning.
Collaborations
Throughout his career, Prasanna has collaborated with notable individuals in the field, including Ronny Luss and Pin-Yu Chen. These collaborations have contributed to the advancement of his research and the successful development of his patents.
Conclusion
Prasanna Sattigeri is a prominent figure in the innovation landscape of deep learning and image classification. His patents reflect his commitment to advancing technology and improving classification methods. His contributions continue to influence the field and inspire future innovations.