Fine-tuning models have gained momentum with the advent of transfer learning, particularly in natural language processing (NLP). Instead of starting from scratch, practitioners tweak sophisticated models initially developed by tech giants like Google or Microsoft.
At Airbnb, we have developed Brandometer, a state-of-the-art natural language understanding (NLU) technique for understanding brand perception based on social media data. Brand perception refers to the general feelings and experiences of customers with a company. Quantitatively, measuring brand perception is an extremely challenging task. Traditionally, we rely on customer surveys to find out what…
What Is Computer Vision? How Does AI Computer Vision Work? Applications of Computer Vision Computer Vision for Enterprise Digital Transformation Future Of Computer Vision Planning to build your next Computer Vision-powered software? Read our complete guide on Choosing Software Development Partner to get started. You can also Download Software Development Partner Guide to read it on the go and…
Vision Transformers (ViT), since their introduction by Dosovitskiy et. al. [reference] in 2020, have dominated the field of Computer Vision, obtaining state-of-the-art performance in image classification first, and later on in other tasks as well. However, unlike other architectures, they are a bit harder to grasp, particularly if you are not already familiar with the Transformer model…
In machine learning, a classifier assigns a class label to data points, such as identifying objects in an image. A Convolutional Neural Network (CNN) is a specialized type of neural network that excels at this task, particularly for image data. Components of a CNN: How CNNs Work: Hyperparameters: Interactive Features: Implementation and Development: CNN Explainer…
Ever wondered how are we able to understand the things we see? Like we see someone walking, whether we realize it or not, using the prerequisite knowledge, our brain understands what is happening and stores it as information. Imagine we look at something and go completely blank. Into oblivion. Scary right? Well, the secret behind…
In the fast-evolving era of artificial intelligence, Deep Learning stands as a cornerstone technology, revolutionizing how machines understand, learn, and interact with complex data. At its essence, Deep Learning AI mimics the intricate neural networks of the human brain, enabling computers to autonomously discover patterns and make decisions from vast amounts of unstructured data. This…
