PyTorch for Beginners: CNN (Convolutional Neural Networks)

Code: https://colab.research.google.com/dri... Hey guys, in this video, you guys are going to learn how build a basic Convolutional Neural Network(CNN) using PyTorch. We will be using the Intel Image Classification Dataset https://www.kaggle.com/datasets/punee.... To start off, I'll first briefly give a very simplified view of how a CNN works, and then we'll move to Google Colab to build the CNN. Also to illustrate CNNs, I'll be using this resource: https://poloclub.github.io/cnn-explai... Timestamps: 0:00 Intro 0:29 What are CNNs and how do they work? 5:50 Video agenda 6:11 Downloading dataset 7:37 Processing dataset 11:20 Info about dataset 13:33 Creating our CNN 18:50 Performing inference on untrained model 19:46 Fixing shape errors 21:55 Defining loss function, optimizer & scheduler 23:50 Creating accuracy function 24:36 Creating training loop 29:25 Performing inference 34:47 Confusion Matrix 36:13 Outro Thanks for watching!