Josh Park

Josh Park is a senior manager at NVIDIA, where he specializes in the development of deep learning solutions using DL frameworks on multi-GPU and multi-node servers and embedded systems. His expertise extends to the evaluation and enhancement of training and inference performances across diverse GPU architectures, including x86_64 and aarch64. He earned his Ph.D. in computer science from Texas A&M University.
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Posts by Josh Park

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AI Platforms / Deployment

Double PyTorch Inference Speed for Diffusion Models Using Torch-TensorRT

NVIDIA TensorRT is an AI inference library built to optimize machine learning models for deployment on NVIDIA GPUs. TensorRT targets dedicated hardware in... 8 MIN READ
Generative AI

Streamline LLM Deployment for Autonomous Vehicle Applications with NVIDIA DriveOS LLM SDK

Large language models (LLMs) have shown remarkable generalization capabilities in natural language processing (NLP). They are used in a wide range of... 7 MIN READ
Computer Vision / Video Analytics

Emulating the Attention Mechanism in Transformer Models with a Fully Convolutional Network

The past decade has seen a remarkable surge in the adoption of deep learning techniques for computer vision (CV) tasks. Convolutional neural networks (CNNs)... 13 MIN READ
Simulation / Modeling / Design

Sparsity in INT8: Training Workflow and Best Practices for NVIDIA TensorRT Acceleration

The training stage of deep learning (DL) models consists of learning numerous dense floating-point weight matrices, which results in a massive amount of... 12 MIN READ
Robotics

Accelerating Quantized Networks with the NVIDIA QAT Toolkit for TensorFlow and NVIDIA TensorRT

We’re excited to announce the NVIDIA Quantization-Aware Training (QAT) Toolkit for TensorFlow 2 with the goal of accelerating the quantized networks with... 9 MIN READ
Computer Vision / Video Analytics

Speeding Up Deep Learning Inference Using NVIDIA TensorRT (Updated)

This post was updated July 20, 2021 to reflect NVIDIA TensorRT 8.0 updates. NVIDIA TensorRT is an SDK for deep learning inference. TensorRT provides APIs and... 22 MIN READ