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Chengwei Zhang
Chengwei Zhang

1K Followers

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Dec 31, 2019

How to run SSD Mobilenet V2 object detection on Jetson Nano at 20+ FPS

TL: DR First, make sure you have flashed the latest JetPack 4.3 on your Jetson Nano development SD card. # Run the docker docker run --runtime nvidia --network host --privileged -it docker.io/zcw607/trt_ssd_r32.3.1:0.1.0 # Then run this command to benchmark the inference speed. python3 trt_ssd_benchmark.py Then you will see the results…

Docker

5 min read

How to run SSD Mobilenet V2 object detection on Jetson Nano at 20+ FPS
How to run SSD Mobilenet V2 object detection on Jetson Nano at 20+ FPS
Docker

5 min read


Nov 2, 2019

Automatic Defect Inspection with End-to-End Deep Learning

In this tutorial, I will show you how to build a deep learning model to find defects on a surface, a popular application in many industrial inspection scenarios.

Deep Learning

4 min read

Automatic Defect Inspection with End-to-End Deep Learning
Automatic Defect Inspection with End-to-End Deep Learning
Deep Learning

4 min read


Oct 14, 2019

How to train Detectron2 with Custom COCO Datasets

Along with the latest PyTorch 1.3 release came with the next generation ground-up rewrite of its previous object detection framework, now called Detectron2. This tutorial will help you get started with this framework by training an instance segmentation model with your custom COCO datasets. …

Machine Learning

4 min read

How to train Detectron2 with Custom COCO Datasets
How to train Detectron2 with Custom COCO Datasets
Machine Learning

4 min read


Sep 22, 2019

Getting started with VS CODE remote development

Let’s say you have a GPU virtual instance on the cloud or a physical machine which is headless, there are several options like remote desktop or Jupyter Notebook which can provide you with desktop-like development experience, however, VS CODE remote development extension can be more flexible than Jupyter notebook and…

Vscode

4 min read

Getting started with VS CODE remote development
Getting started with VS CODE remote development
Vscode

4 min read


Aug 10, 2019

How to run Keras model on Jetson Nano in Nvidia Docker container

I wrote, “How to run Keras model on Jetson Nano” a while back, where the model runs on the host OS. In this tutorial, I will show you how to start fresh and get the model running on Jetson Nano inside an Nvidia docker container. You might wonder why bother…

Docker

5 min read

How to run Keras model on Jetson Nano in Nvidia Docker container
How to run Keras model on Jetson Nano in Nvidia Docker container
Docker

5 min read


Published in DataDrivenInvestor

·Jul 27, 2019

How to create custom COCO data set for instance segmentation

In this post, I will show you a simple it is to create your custom COCO dataset and train an instance segmentation model quick for free…

Instance Segmentation

5 min read

How to create custom COCO data set for instance segmentation
How to create custom COCO data set for instance segmentation
Instance Segmentation

5 min read


Published in DataDrivenInvestor

·Jul 16, 2019

How to Create custom COCO Data Set for Object Detection

Previously, we have trained a mmdetection model with custom annotated dataset in Pascal VOC data format. You are out of luck if your…

Object Detection

4 min read

How to create custom COCO data set for object detection
How to create custom COCO data set for object detection
Object Detection

4 min read


Published in DataDrivenInvestor

·Jun 23, 2019

How to Train an Object Detection Model with mmdetection

This tutorial shows you how to train a Pytorch mmdetection object detection model with custom dataset on Google Colab.

Object Detection

5 min read

How to train an object detection model with mmdetection
How to train an object detection model with mmdetection
Object Detection

5 min read


Published in DataDrivenInvestor

·Jun 10, 2019

How to do Transfer learning with Efficientnet

In this tutorial, you will learn how to create an image classification neural network to classify your custom images. The network will be…

Deep Learning

6 min read

How to do Transfer learning with Efficientnet
How to do Transfer learning with Efficientnet
Deep Learning

6 min read


May 19, 2019

How to compress your Keras model x5 smaller with TensorFlow model optimization

This tutorial will demonstrate how you can reduce the size of your Keras model by 5 times with TensorFlow model optimization, which can be particularly important for deployment in resource-constraint environments. From the official TensorFlow model optimization documentation. Weight pruning means eliminating unnecessary values in weight tensors. We set the…

Deep Learning

4 min read

How to compress your Keras model x5 smaller with TensorFlow model optimization
How to compress your Keras model x5 smaller with TensorFlow model optimization
Deep Learning

4 min read

Chengwei Zhang

Chengwei Zhang

1K Followers

Programmer and maker. Love to write deep learning articles.| Website: https://www.DLology.com | GitHub: https://github.com/Tony607

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