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Table of Contents Image Segmentation with U-Net in PyTorch: The Grand Finale of the Autoencoder Series Introduction U-Net Framework Configuring Your Development Environment Need Help Configuring Your Development Environment? Project Structure About the Dataset Overview Class Distribution Data Preprocessing Data…

Table of Contents Netflix Movies and Series Recommendation Systems Overview of Netflix Recommendations Data Sources Objectives of Netflix Recommendations Diversity Awareness Freshness Ranking Personalized Home Page Rule- and Ranking-Based Approaches Machine Learning for Page Generation Page-Level Metrics Artwork Personalization Contextual…

In this tutorial, you will learn the concept behind Fully Convolutional Networks (FCNs) for segmentation. In addition, we will see how we can use Torch Hub to import a pre-trained FCN model and use it in our projects to get…

In the previous part of this series, we discussed some state-of-the-art object detection models; YOLOv5 and SSD. In today’s tutorial, we will discuss MiDaS, an ingenious attempt to aid the depth estimation of images. With this tutorial, we will create…

In this tutorial, you will learn the architectural details of Progressive GAN, which enable it to generate high-resolution images. In addition, we will see how we can use Torch Hub to import a pre-trained PGAN model and use it in…

In my childhood, the movie Spy Kids was one of my favorite things to watch on television. Seeing kids of my age using futuristic gadgets to save the world and win the day might have been a common trope, but…

In the previous tutorial, we learned the essence behind Torch Hub and its conception. Then, we published our model using the intricacies of Torch Hub and accessed it through the same. But, what happens when our work requires us to…

In this tutorial, you will learn the basics of PyTorch’s Torch Hub. This lesson is part 1 of a 6-part series on Torch Hub: Torch Hub Series #1: Introduction to Torch Hub (this tutorial) Torch Hub Series #2: VGG and…

You know what’s a really good feeling? Contributing to the open source community. PyPI, the Python Package Index repository is a wonderful thing. It makes downloading, installing, and managing Python libraries and packages a breeze. And with all that said,…