Getting acquainted with the ideas that emerged during research and development in artificial intelligence
\nduring its fifty years of development. Understanding how to build artificially intelligent entities. Upon
\ncompletion of the course, students have a basic knowledge of artificial intelligence systems (AI). They
\nare able to determine what can be done with the AI approach. They can identify problems that need AI
\napproaches in order to be solved. Students know the characteristics of the considered AI methods. They
\nare prepared for professional subjects in the field of artificial intelligence and computer intelligence.<\/p>\n
Introduction to artificial intelligence. Traditional AI. The notion of an agent. Search, heuristics and game
\nlinks. Presentation of knowledge and procedures of automatic reasoning. Expert systems. Treatment of
\nuncertainty in knowledge and approximate reasoning. Introduction to training. Supervised and
\nunsupervised training. Introduction to neural networks. Perceptron and multilayer perceptron. Shallow
\nand deep networks. Autoencoders. Convolutional networks. Error learning networks. Recurrent
\nnetworks. Generative adversial networks. Application in natural language processing, speech
\nrecognition, image recognition, robotics, medicine, bioinformatics, finance, business.<\/p>\n
Implementation of algorithms covered in lectures. Implementation of the minimax algorithm in two-player games. Implementing the rules of forward chaining and backward chaining. Implementation of expert systems.<\/p>\n","protected":false},"excerpt":{"rendered":"
Objectives and outcomes Getting acquainted with the ideas that emerged during research and development in artificial intelligence during its fifty years of development. Understanding how to build artificially intelligent entities. Upon completion of the course, … Read more<\/a><\/p>\n Read more<\/a>","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[199],"tags":[],"class_list":["post-14001","post","type-post","status-publish","format-standard","hentry","category-subjects"],"acf":[],"yoast_head":"\n