This inventor holds 8 USPTO granted patents and 4 published patent applications and 4 EPO patents. Top assignees: Canary Capital LLC, Zenrobotics Oy. Active years: 2012-2023.
Company Filing History:
Years Active: 2012-2023
Title: Harri Valpola: Innovator in Neural Network Structures
Introduction
Harri Valpola is a prominent inventor based in Helsinki, Finland. He has made significant contributions to the field of artificial intelligence, particularly in neural network structures. With a total of 8 patents to his name, Valpola's work focuses on enhancing the efficiency and effectiveness of neural networks.
Latest Patents
Valpola's latest patents include innovative technologies that push the boundaries of neural network applications. One of his notable inventions is a neural network structure that enables efficient training of the network. This ladder-type structure allows for one or more lateral inputs to be utilized in decoding functions. By minimizing one or more cost functions associated with the structure, the neural network can be trained more efficiently.
Another significant patent involves the generation of a control system for a target system. This invention outlines a method for creating a control system by receiving operational data and training a first neural model component to predict the state of the target system. A second neural model component is then trained to generate a regularizer, which is used to optimize the inversion of the first model component. This process results in a comprehensive control system that can be applied in various applications.
Career Highlights
Throughout his career, Harri Valpola has worked with several notable companies, including Canary Capital LLC and Zenrobotics Oy. His experience in these organizations has allowed him to refine his skills and contribute to groundbreaking projects in the field of artificial intelligence.
Collaborations
Valpola has collaborated with talented individuals such as Tuomas Lukka and Antti Yli-Krekola. These partnerships have fostered innovation and have been instrumental in the development of his patented technologies.
Conclusion
Harri Valpola's contributions to neural network structures and control systems highlight his role as a leading inventor in the field of artificial intelligence. His innovative patents and collaborative efforts continue to influence advancements in technology.