Abhinav Vishnu

Title: Abhinav Vishnu: Innovator in Neural Network Technologies

Introduction

Abhinav Vishnu is a prominent inventor based in Austin, TX, known for his significant contributions to the field of neural networks. With a total of seven patents to his name, he has made remarkable advancements in the way neural networks process data.

Latest Patents

One of his latest patents is titled "Dynamic precision scaling at epoch granularity in neural networks." This innovation involves a processor that determines losses of samples within an input volume provided to a neural network during a first epoch. The processor groups the samples into subsets based on losses and assigns these subsets to operands in the neural network that represent the samples at different precisions. Each subset is associated with a different precision, allowing the processor to process the subsets in the neural network at varying precisions during the first epoch. In some instances, the samples in the subsets are utilized in both a forward pass and a backward pass through the neural network. Additionally, a memory is configured to store information representing the samples in the subsets at different precisions.

Another notable patent is "Adaptive batch reuse on deep memories." This method includes prefetching a first plurality of mini-batches from a CPU to a GPU, which comprises a subset of a training dataset. The GPU trains the neural network for the current epoch by reusing these mini-batches without discarding them, based on a reuse count value. The GPU also runs a validation set to identify a validation error for the current epoch. If the validation error for the current epoch is less than that of a previous epoch, the reuse count value is incremented for the next epoch. Conversely, if the validation error is greater, the reuse count value is decremented for the next epoch.

Career Highlights

Abhinav has worked with Advanced Micro Devices Corporation, where he has further honed his skills and contributed to various projects in the tech industry. His work has had a significant impact on the development of advanced computing technologies.

Collaborations

Throughout his career, Abhinav has collaborated with notable professionals such as Sudhanva Gurumurthi and Joseph Lee Greathouse. These collaborations have enriched his work and contributed to the advancement of neural network technologies.

Conclusion

Abhinav Vishnu stands out as an innovative inventor in the realm of neural networks, with a strong portfolio of patents that reflect