Yanghan Wang

Title: Innovations by Yanghan Wang

Introduction

Yanghan Wang is a prominent inventor based in Sunnyvale, CA. He has made significant contributions to the field of neural network design, holding a total of 5 patents. His work focuses on creating efficient systems that enhance the performance of neural networks.

Latest Patents

One of his latest patents is titled "Hardware-aware efficient neural network design system having differentiable neural architecture search." This patent describes computer-implemented systems that utilize a differentiable neural architecture search (DNAS) engine. The DNAS engine operates on one or more processors and is configured with a stochastic super net that defines a layer-wise search space with multiple candidate layers. Each candidate layer specifies one or more operators for a neural network architecture. The DNAS engine processes training data to train weights for the operators based on a loss function representing latency on a target platform. It selects a set of candidate neural network architectures from the trained stochastic super net through gradient-based optimization.

Another notable patent is "Optimizations for structure mapping and up-sampling." This system accesses a probability model associated with an image depicting a body. The model includes probability values for regions of the image, each representing the likelihood of containing a specific body part. The system selects a subset of these probability values and computes a probabilistic maximum based on the selected and surrounding values. This process helps determine the location of body parts within the image.

Career Highlights

Yanghan Wang has worked with leading technology companies, including Facebook, Inc. and Meta Platforms, Inc. His experience in these organizations has allowed him to collaborate on cutting-edge projects that push the boundaries of neural network technology.

Collaborations

Some of his notable coworkers include Peizhao Zhang and Peter Vajda. Their collaboration has contributed to the advancement of innovative solutions in the field.

Conclusion

Yanghan Wang's contributions to neural network design and architecture have established him as a key figure in the field of technology. His innovative patents and collaborations with industry leaders continue to influence advancements in artificial intelligence and machine learning.