Chengwei ZhangHow to run SSD Mobilenet V2 object detection on Jetson Nano at 20+ FPSThis guide has shown you the easiest way to reproduce my results to run SSD Mobilenet V2 object detection on Jetson Nano at 20+ FPS.Dec 31, 2019Dec 31, 2019
Chengwei ZhangAutomatic Defect Inspection with End-to-End Deep LearningIn this tutorial, I will show you how to build a deep learning model to find defects on a surface, a popular application in many…Nov 2, 2019Nov 2, 2019
Chengwei ZhangHow to train Detectron2 with Custom COCO DatasetsAlong with the latest PyTorch 1.3 release came with the next generation ground-up rewrite of its previous object detection framework, now…Oct 14, 20193Oct 14, 20193
Chengwei ZhangGetting started with VS CODE remote developmentHow to setup VS CODE remote development from scratch allowing you to enjoy a desktop development experience on a headless remote server.Sep 22, 2019Sep 22, 2019
Chengwei ZhangHow to run Keras model on Jetson Nano in Nvidia Docker containerI 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…Aug 10, 20191Aug 10, 20191
Chengwei ZhanginDataDrivenInvestorHow to create custom COCO data set for instance segmentationIn 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…Jul 27, 20191Jul 27, 20191
Chengwei ZhanginDataDrivenInvestorHow to create custom COCO data set for object detectionPreviously, we have trained a mmdetection model with custom annotated dataset in Pascal VOC data format. You are out of luck if your…Jul 16, 20194Jul 16, 20194
Chengwei ZhanginDataDrivenInvestorHow to train an object detection model with mmdetectionThis tutorial shows you how to train a Pytorch mmdetection object detection model with custom dataset on Google Colab.Jun 23, 20192Jun 23, 20192
Chengwei ZhanginDataDrivenInvestorHow to do Transfer learning with EfficientnetIn this tutorial, you will learn how to create an image classification neural network to classify your custom images. The network will be…Jun 10, 20191Jun 10, 20191
Chengwei ZhangHow to compress your Keras model x5 smaller with TensorFlow model optimizationThis tutorial will demonstrate how you can reduce the size of your Keras model by 5 times with TensorFlow model optimization, which can be…May 19, 20191May 19, 20191