Today let us create a simple two-layered Neural Network using PyTorch. We will be implementing the neural network shown in Figure 1. First, you need to install PyTorch. Check this article of mine for the installation process. Like any other program, we need to import the packages at the beginning. …

Fine-tuning and feature extraction with PyTorch — Introduction to Transfer Learning Transfer Learning is a technique where a model trained for a certain task is used for another similar task. In deep learning, there are two major transfer learning approaches: 1. Fine-tuning: Here, a pre-trained model is loaded and used for training. …

Tensors are the primary data structure used in deep learning, inputs, outputs everything within a neural network is represented using Tensors. So what the heck is a Tensor? The Deep Learning Book says as follows. "In the general case, an array of numbers arranged on a regular grid with a variable number of axes is known as…