Post by ummefatihaayat22 on Feb 13, 2024 1:28:21 GMT -8
Currently, and sometimes, although we do not realize it, Artificial Intelligence (AI) is present in many areas of daily life. An example known to everyone has to do with facial recognition systems , which we find in most smartphones and which process the images taken by the front camera of our devices (sometimes, in conjunction with more sensors) to extract information and patterns of our faces and, consequently, unlock access to the device. Other examples may be autonomous driving , which tries to process the information collected through the car's cameras and different sensors, such as LIDAR sensors or radars, to direct the car to its destination taking into account traffic conditions; or virtual assistants , who use voice recognition systems to respond to our requests.
Video gameHowever, there is one field in which AI has Germany Telemarketing Data already been applied quite successfully: video games , due in part to its nature. For example, as we will see below, in the branch of reinforcement learning, video games are an area that allows establishing a reward function directly according to the objective of the game. In addition, image processing and procedural content generation techniques can also be applied.
Reinforcement learning in video games. One of the first AIs was Deep Blue , developed by IBM, which competed against the world chess champion Garri Kasparov, managing to beat him and thus marking a milestone in the evolution of this type of systems. Although we can understand Deep Blue as AI, given that we find a machine that "imitates" human capabilities , we have to travel to 2015 to find another of the most famous, in this case, trained with more modern techniques. machine learning and which we have already talked about in this blog, which is AlphaGo . Developed by the company DeepMind , it managed to beat the world champion of the traditional game Go, demonstrating great power to discover new moves and to put one of the masters of this game on the ropes. Thus, video games are a good terrain to test reinforcement learning , a branch of Artificial Intelligence that consists of training an agent to try to maximize a reward function and, in this way, improve the performance of its task. assigned task, which in this case would be winning the game.