court deliveroo discriminatory algorithm

First, Online Stores (222.08 billion USD): The online goods are not only recommended by algorithms, they are handled by workers in warehouses managed by highly automated systems. For each category, it shows how many US dollars Amazon made in 2021 and how AI is relevant to it. This chart shows the seven major revenue categories of Amazon from 2021. It’s used for training models to make text inferences. Crowd workers then labeled how sentences interrelate. Finally, ‘Stanford Natural Language Inference’ is a data with 570,000 sentence pairs based on image captions in the Flickr30k dataset. The images were annotated by crowd workers. COCO (which stands for ‘Common Objects in Context’) is a dataset with 328,000 images selected via targeted searches on the photo-sharing platform Flickr. It is used for training and testing of computer vision.

CelebA is a dataset with more than 200,000 photos of celebrity faces gathered from the internet, annotated with facial attributes like smiling, bearded, etc. The data is used to train large scale models. Laion400 is a dataset with 400 million image and text pairs that were automatically filtered from a gigantic dataset of internet content, Common Crawl. It’s a popular dataset for benchmarking in optical recognition. ImageNet is a dataset with more than 14 million annotated images sourced from web searches and the photo-sharing platform, Flickr.

This interactive visual shows an illustration of a paper folder containing five datasets frequently used to benchmark AI. No other countries have any dataset usages. The remaining countries and frequency of dataset usages: China 1,248, United Kingdom 1,119, Canada 835, Singapore 484, Australia 348, Israel 296, Belgium 289, Italy 260, Switzerland 243, Sweden 234, Colombia 223, Japan 209, Czechia 167, South Korea 157, Netherlands 149, Finland 114, Poland 96, Spain 91, France 84, India 73, Saudi Arabia 71, Pakistan 43, Austria 40, Taiwan 38, Greece 26, Turkey 23, Egypt 12, Bulgaria 12, Denmark 11, United Arab Emirates 11, Brazil 11, Ireland 10, Portugal 10, Iran 8, Russia 8, Qatar 8, Jordan 6, Norway 6, Bangladesh 6, Slovenia 5, Puerto Rico 4, Philippines 4, Croatia 4, Vietnam 4, Romania 3, Macao 3, Indonesia 2, Cyprus 2, Malta 1, Kazakhstan 1. Second is Germany (with 2,633 usages) and third is Hong Kong (with 1,567). Datasets provided by organizations based in the United States are by far the most frequently used with 26,910 usages. This visual shows a distorted world map, where the size of countries reflects how often datasets provided by organizations based in that country have been used for benchmarking AI.

Court deliveroo discriminatory algorithm