AI & ALGORITHMS

How to Re-Train a Dataset using PyTorch?

WHAT YOU WILL LEARN? 1- How to Re-Train 2 Class Dataset on Resnet18-Model? 2- How to Run Re-Trained Model with TensorRT? 3- How to Test Re-Trained Model on Live Camera? ENVIRONMENT Hardwa...

How to Run Tensorflow Object Detection in Real Time with USB Webcam on NVIDIA® Jetson™ Nano™

WHAT YOU WILL LEARN? 1- How to use Tensorflow libraries and USB camera with docker. 2- How to run Tensorflow Object Detection in Python. 3- How to detect objects in real time with Tensorflow....

How to Run NVIDIA® Jetson™  Inference Example on Forecr Products (DetectNet)

WHAT YOU WILL LEARN? 1- How to locate an object using detectNet form from pictures, videos or camera capture? 2- How to write your own object detection program using Python? ENVIRONMENT H...

How to Run NVIDIA® Jetson™ Inference Example on Forecr Products (SegNet)

WHAT YOU WILL LEARN? 1- How to recognize objects by using segNet and indicate them by color? 2- How to use camera to segment objects live? ENVIRONMENT Hardware: DSBOX-NX2 (Nano), Camera ...

How to Run NVIDIA® Jetson™  Inference Example on Forecr Products (Installation + ImageNet)

WHAT YOU WILL LEARN? 1- How to setup the system for image recognition program using jetson-inference? 2- How to recognize and classify an image using imageNet form pictures and videos? 3- How...

How to Install Tensorflow 1.15 for Jetson™ Nano™?

WHAT YOU WILL LEARN? 1- Installing Tensorflow 1.15 on Ubuntu 18.04 for NVIDIA® Jetson™ Nano™ ENVIRONMENT Hardware: DSBOX-N2 (with NVIDIA® Jetson™ Nano™ module) OS: Ubuntu 18.04 LTS, JetP...

YOLOv5 TensorRT Benchmark for NVIDIA® Jetson™ AGX Xavier™ and NVIDIA® Laptop

WHAT YOU WILL LEARN? 1- How to setting up the YOLOv5 environment 2- How to create and test the engine files 3- Which model is faster than others ENVIRONMENT Hardware 1: Jetson AGX ...

Training a Custom Object Detection Model with Tensorflow.

WHAT YOU WILL LEARN? 1- Configuring the dataset in VOC format 2- Setting up the Tensorflow container 3- Training and testing the model ENVIRONMENT Operating System: Ubuntu 18.04.5 LTS ...

How to Run Tensorflow Object Detection with Docker on NVIDIA® Jetson™ Modules?

WHAT YOU WILL LEARN? 1- How to pull Docker Image from Nvidia NGC 2- How to configure Docker Container with using graphic interface 3- How to test TensorFlow environment with custom masked face...

Training a Custom Object Detection Model with YOLOv5

WHAT YOU WILL LEARN? 1- Setting up the Docker container 2- Configuring the dataset 3- Training the dataset ENVIRONMENT     Operating System: Ubuntu 18.04.5 LTS     CPU: AMD Ryzen 7 3700X...

How to Run YoloV5 Real-Time Object Detection on Pytorch with Docker on NVIDIA® Jetson™ Modules

WHAT YOU WILL LEARN? 1- How to pull Docker Image from Nvidia NGC 2- How to run Docker Container with using graphic interface and specific volumes 3- Testing YoloV5 Real Time Object Detection A...

Preparing A DeepStream Application on DSBOX-NX2

WHAT YOU WILL LEARN? 1- Building the custom DeepStream application  2- Setting the configuration file  3- Adding logo to the DeepStream application  ENVIRONMENT Hardware: DSBOX-NX2 ...

Comparison of DeepStream SSD Object Detection Performance on NVIDIA® Jetson™  Xavier™ NX and Jetson™ AGX Xavier™

WHAT YOU WILL LEARN? 1- Setting up the performance test 2- Copying the model and config files into the test folder  3- Testing the performance in each device ENVIRONMENT Hardware 1: DSBOAR...