Samuel Ochoa

Samuel Ochoa is a technical marketing engineer with the Metropolis team at NVIDIA, focusing on bringing AI to industrial applications. Prior to NVIDIA, he graduated from the University of Texas at Austin with a BS and MS in Computer Engineering with a specialty in machine learning for edge devices.
Samuel Ochoa NVIDIA

Posts by Samuel Ochoa

Computer Vision / Video Analytics Sep 25, 2025

How to Integrate Computer Vision Pipelines with Generative AI and Reasoning

Generative AI is opening new possibilities for analyzing existing video streams. Video analytics are evolving from counting objects to turning raw video content... 10 MIN READ
A GIF of a warehouse with people walking around.
Computer Vision / Video Analytics Feb 26, 2025

Vision Language Model Prompt Engineering Guide for Image and Video Understanding

Vision language models (VLMs) are evolving at a breakneck speed. In 2020, the first VLMs revolutionized the generative AI landscape by bringing visual... 12 MIN READ
Decorative image of icons and a molecular structure in green.
Computer Vision / Video Analytics Jan 06, 2025

Build a Video Search and Summarization Agent with NVIDIA AI Blueprint

This post was originally published July 29, 2024 but has been extensively revised with NVIDIA AI Blueprint information. Traditional video analytics applications... 11 MIN READ
Decorative image.
Generative AI Oct 31, 2024

Build Multimodal Visual AI Agents Powered by NVIDIA NIM

The exponential growth of visual data—ranging from images to PDFs to streaming videos—has made manual review and analysis virtually impossible.... 11 MIN READ
An illustration representing an AI model.
Computer Vision / Video Analytics Jul 17, 2024

Develop Generative AI-Powered Visual AI Agents for the Edge

An exciting breakthrough in AI technology—Vision Language Models (VLMs)—offers a more dynamic and flexible method for video analysis. VLMs enable users to... 9 MIN READ
GIF of factory floor with people, pallets, and equipment in bounding boxes.
Computer Vision / Video Analytics Jan 23, 2024

Bringing Generative AI to the Edge with NVIDIA Metropolis Microservices for Jetson

NVIDIA Metropolis Microservices for Jetson has been renamed to Jetson Platform Services, and is now part of NVIDIA JetPack SDK 6.0. NVIDIA Metropolis... 13 MIN READ