This inventor holds 1 USPTO granted patent and 1 published patent application. Top assignee: International Business Machines Corporation. Active years: 2026.
Company Filing History:
Years Active: 2026
Title: Naomi Simumba: Innovator in Self-Supervised Learning
Introduction
Naomi Simumba is a prominent inventor based in Yokohama, Japan. She has made significant contributions to the field of machine learning, particularly in self-supervised learning techniques. Her innovative approach has garnered attention in the tech community, showcasing her expertise and creativity.
Latest Patents
Naomi holds a patent for "Self-supervised learning using in-painting." This invention focuses on the self-supervised learning of a machine learning model using images. The computing device masks a section of each image in an image database to generate a partially masked image. An autoencoder encodes each partially masked image to generate one or more encodings representing each partially masked image. The autoencoder decodes each of the one or more encodings into one or more decoded encodings representing each partially masked image previously input into the autoencoder. The computing device compares each of the one or more decoded encodings of each partially masked image with the corresponding image from the image database to generate an unaugmented model output. The computing device augments each image according to a data augmentation policy to generate an augmented model output. The computing device determines a total loss by comparing the unaugmented model output to the augmented model output. The autoencoder is improved based upon the total loss. Naomi has 1 patent to her name.
Career Highlights
Naomi is currently employed at International Business Machines Corporation, commonly known as IBM. Her work at IBM has allowed her to explore and develop cutting-edge technologies in the field of artificial intelligence and machine learning.
Collaborations
Naomi has collaborated with talented individuals such as Daiki Kimura and Michiaki Tatsubori. These collaborations have contributed to her innovative projects and have fostered a creative environment for technological advancements.
Conclusion
Naomi Simumba is a trailblazer in the realm of self-supervised learning, with her patent reflecting her innovative spirit and technical prowess. Her contributions to IBM and collaborations with fellow innovators highlight her commitment to advancing technology.