Category: Convolutional Neural Networks

In this article, we go through the Stochastic Gradient Descent with Warm Restarts paper. We analyze how the SGDR technique helps in training deep neural networks and converge much faster than other scheduling techniques. ...

In this article, the readers will get to learn how to use learning rate scheduler and early stopping with PyTorch for effective training of deep neural networks. ...

In this article, we explore how to carry out practical multi-label classification using deep learning, neural networks, and PyTorch. The readers will get to know how use a multi-head ResNet50 deep learning model to categorize fashion items into multiple labels. ...

In this tutorial, readers will get to learn to use the SSD300 ResNet50 deep learning object detection model to detect objects in images and videos. This article gives hands-on experience with all the code necessary to detect objects in images and videos. ...

In this article, we will use the SSD300 object detector with VGG16 backbone to detect objects in images and videos. For this purpose, we will use the PyTorch deep learning framework. ...