Company Filing History:
Years Active: 2024-2025
Title: Aleksei Podkin: Innovator in Augmented Reality and Neural Networks
Introduction
Aleksei Podkin is a prominent inventor based in Santa Monica, CA, known for his contributions to augmented reality and neural network technologies. With a total of 7 patents, Podkin has made significant strides in enhancing the way virtual objects interact with real-world environments.
Latest Patents
One of his latest patents is a light estimation method for three-dimensional (3D) rendered objects. This innovative method applies lighting conditions to virtual objects in augmented reality devices. It involves generating an image using a mobile device's camera, accessing a corresponding virtual object, and identifying its lighting parameters through a pre-trained machine learning model. The model utilizes a paired dataset that includes synthetic source and target data, allowing for accurate application of lighting parameters to the virtual object, which is then displayed as a shaded layer over the image.
Another notable patent is the optimizer-based pruner for neural networks. This system allows for the sparse pruning of neural network models using an optimizer-based approach that is agnostic to the model architecture. By operating on the parameter vector of the full model and the gradient vector of the loss function, the system iteratively updates parameters while zeroing out as many as possible based on a preconfigured penalty.
Career Highlights
Aleksei Podkin currently works at Snap Inc., where he continues to develop cutting-edge technologies that bridge the gap between the digital and physical worlds. His work has been instrumental in advancing the capabilities of augmented reality applications.
Collaborations
Podkin collaborates with talented individuals such as Sergey Demyanov and Aleksei Stoliar, contributing to a dynamic and innovative work environment.
Conclusion
Aleksei Podkin's contributions to augmented reality and neural networks exemplify the spirit of innovation in technology. His patents reflect a commitment to enhancing user experiences through advanced methodologies.
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