Keld Lundgaard

Title: Keld Lundgaard: Innovator in Multi-Task Learning

Introduction

Keld Lundgaard is a prominent inventor based in Cambridge, MA (US). He has made significant contributions to the field of machine learning, particularly in visual-linguistic multi-task learning. With a total of 6 patents, Lundgaard continues to push the boundaries of technology and innovation.

Latest Patents

Lundgaard's latest patents include groundbreaking methods and systems for exceeding the limits of visual-linguistic multi-task learning. One of his methods involves identifying a multi-modal multi-task classification dataset that includes a variety of data examples. He creates a transformer machine learning model designed to predict multiple categorical attributes of a product. This model is trained using an alpha decay schedule and dynamically allocates task-specific parameters based on task complexity.

Another notable patent focuses on systems and methods of data augmentation for pre-trained embeddings. This involves generating textual embeddings by tokenizing text data and creating vectors for a transformer system. The textual embeddings represent the semantic meanings of the text data. Additionally, image embeddings are generated using a convolutional neural network (CNN) from image data. The combination of textual and image embeddings forms combined embeddings for the transformer system.

Career Highlights

Keld Lundgaard is currently employed at Salesforce, Inc., where he applies his expertise in machine learning to develop innovative solutions. His work has garnered attention in the tech community, and he is recognized for his contributions to advancing machine learning technologies.

Collaborations

Lundgaard collaborates with various professionals in the field, including his coworker Cameron Wolfe. Their joint efforts contribute to the development of cutting-edge technologies and methodologies in machine learning.

Conclusion

Keld Lundgaard is a distinguished inventor whose work in multi-task learning and machine learning continues to influence the industry. His innovative patents and contributions to Salesforce, Inc. highlight his commitment to advancing technology.