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Resources and Industry Insights
This resource and insight hub provides education, breaking news, our research, and more to benefit developers, corporate leadership, academics, marketing and business development professionals, and even those who are new to the concept of AI.



RidgeRun.ai Shares Memory Optimization Best Practices to Run AI Models on NVIDIA Jetson
Learn practical techniques to reduce AI model memory usage on NVIDIA Jetson using TensorRT, FP16 and INT8 quantization, static input shapes, pruning, and other deployment optimizations, while improving inference performance.

Marco Madrigal
3 days ago16 min read


Introducing Juniper: How We Fine-Tuned a Small and Local Model for Function Calling
This post will take you through our journey on how we fine-tuned a model for function calling.

Daniela Brenes
Jun 3, 202512 min read


Edge AI Model Optimization for Smarter Inspection
Discover how the optimization of an edge AI model improves real-time manufacturing inspection, increasing accuracy and minimizing downtime.

ridgerun
Jun 1, 20255 min read


Retrieval Augmented Generation: How We Designed and Implemented an On-Premise RAG System for RidgeRun
Discover how we designed and implemented an On-Premise RAG System to enhance AI-powered knowledge retrieval.

Adrian Araya
Mar 31, 202514 min read


Deep Learning Action Recognition Model Optimization for NVIDIA Jetson
Figure 1. Demo application running on a NVIDIA Jetson Xavier SUMMARY This blog shows the process of optimizing a PyTorch deep learning...
Andres Artavia
Aug 11, 202312 min read


A Simple Object Detection Example: A Chess Detector
This article explores the various stages of a typical deep learning problem, using chess detection as a baseline problem.

Melissa Montero
May 14, 20238 min read


Assembly Line Activity Recognition
Project summary This article summarizes the complete machine learning activity recognition pipeline: data capturing, labeling, developing...

Marco Herrera
Feb 20, 20239 min read


Mixed Martial Arts Fighter Detection
A study on the development and deployment of a Deep Learning model to detect MMA fighters on a Jetson Nano.
Kimberly Carvajal
Feb 8, 20236 min read
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