Kaggle is fortunate to offer a subset of this data for fun and research. They've provided Microsoft Research with over three million images of cats and dogs, manually classified by people at thousands of animal shelters across the United States. Asirra is unique because of its partnership with, the world's largest site devoted to finding homes for homeless pets. This task is difficult for computers, but studies have shown that people can accomplish it quickly and accurately. Asirra (Animal Species Image Recognition for Restricting Access) is a HIP that works by asking users to identify photographs of cats and dogs. HIPs are used for many purposes, such as to reduce email and blog spam and prevent brute-force attacks on web site passwords. Cat vs Dog is an interesting fighting game for free A dashing street-fighter-like fighting game with nice black and white classic cartoon style. Such a challenge is often called a CAPTCHA (Completely Automated Public Turing test to tell Computers and Humans Apart) or HIP (Human Interactive Proof). Web services are often protected with a challenge that's supposed to be easy for people to solve, but difficult for computers.
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