Category: Deep Learning

Adam Optimizer for Deep Learning Optimization

Adam Algorithm for Deep Learning Optimization

In this tutorial, you will learn how to set up small experimentation and compare the Adam optimizer and the SGD optimizer (Stochastic Gradient Descent) optimizers for deep learning optimization. Specifically, you will learn how to use Adam for deep learning optimization. For a successful deep learning project, the optimization algorithm plays a crucial role. Stochastic […] ...

Image Super-Resolution using Deep Learning and PyTorch

Image Super-Resolution using Deep Learning and PyTorch

In this tutorial, you will learn how to get high-resolution images from low-resolution images using deep learning and the PyTorch framework. This post will show you how to carry out image super-resolution using deep learning and PyTorch. In one of my previous articles, I discussed Image Deblurring using Convolutional Neural Networks and Deep Learning. We […] ...

Action Recognition in Videos using Deep Learning and PyTorch

Action Recognition in Videos using Deep Learning and PyTorch

In this tutorial, we will try our hands on learning action recognition in videos using deep learning and PyTorch, with convolutional neural networks. In deep learning, you must have used CNN (Convolutional Neural Network) for a number of learning tasks. These may include image recognition, classification, object localization and detection, and many more. But in […] ...