Artificial Intelligence

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Presentation transcript:

Artificial Intelligence … (AI) refers to the art and science of creating computer systems that simulate human thought and behavior. In this section: AI Methodologies AI Applications Links: Video: A: This Computer Could Defeat You at 'Jeopardy!' Concepts > Artificial Intelligence

AI Methodologies … consist of the various approaches to AI research that generally fall under one of two categories: conventional AI or computational intelligence. In this section: Conventional AI Neural Network Expert System (ES) Turing Test Computational Intelligence Singularity Links: Video: Michio Kaku on AI Concepts > Artificial Intelligence > AI Methodologies

Conventional AI Conventional AI—also called symbolic AI, logical AI, or neat AI—uses programming that emphasizes statistical analysis to calculate the probability of various outcomes in order to find the best solution. Conventional AI techniques are embedded in many of today’s popular software applications making them easier to use, and more useful. Links: Video: NAO Next Gen Concepts > Artificial Intelligence > AI Methodologies > Conventional AI

Expert System (ES) An expert system (ES) is a form of conventional AI that is programmed to function like a human expert in a particular field or area. Many professional activities are tedious, redundant, and sometimes dangerous. Expert systems can assist human professionals. Concepts > Artificial Intelligence > AI Methodologies > Expert System (ES)

Computational Intelligence Computational intelligence is an offshoot of AI that employs methodologies such as neural networks, fuzzy systems, and evolutionary computation to set up a system whereby the software can develop intelligence through an iterative learning process. Links: Video: Honda Unveils All-new ASIMO Concepts > Artificial Intelligence > AI Methodologies > Computational Intelligence

Neural Network A neural network, or neural net, uses software to simulate the functioning of the neurons in a human brain. Simulating a human brain in a neural network may result in a deeper understanding of how the human mind functions. Advances in neural networks are providing insight into treatment for mental illness and other brain-related diseases. Links: Video: Global neural network cloud service for breast cancer detection Concepts > Artificial Intelligence > AI Methodologies > Neural Network

Turing Test The Turing Test was devised by Alan Turing as a method of determining if a machine exhibits human intelligence. Turing believed that thinking machines were just around the corner. Researchers today, over 60 years later, are thinking the same thing. Concepts > Artificial Intelligence > AI Methodologies > Turing Test

Singularity The Singularity, or more specifically, the technological Singularity, is the point in time at which computers exceed humans in intelligence, launching a new era of innovation. Should it come to pass, a technological Singularity could completely change life as we know it by ushering in an era of deeper understanding and rapid advancement. Links: Video: Ray Kurzweil: The Coming Singularity Concepts > Artificial Intelligence > AI Methodologies > Singularity

AI Methodologies Terms Artificial Intelligence (AI) Machine Learning Conventional AI Heuristics Case-Based Reasoning Bayesian Network Behavior-Based AI Expert System (ES) Computational Intelligence Fuzzy Logic Fuzzy Control System Evolutionary Computation Genetic Algorithm Neural Network Turing Test Singularity Strong AI Concepts > Artificial Intelligence > AI Methodologies > See your eBook for more information about these terms

AI Applications … are ways in which AI methodologies are applied to solve problems and provide services. In this section: Robotics Pattern Recognition Computer Vision Intelligent Agent Natural Language Processing Artificial Creativity Concepts > Artificial Intelligence > AI Applications

Honda’s ASIMO is the world’s most advanced humanoid robot. Robotics Robotics involves developing mechanical or computer devices to perform tasks that require a high degree of precision or are tedious or hazardous for humans. Honda’s ASIMO is the world’s most advanced humanoid robot. Links: Video: Ball-catching robot Concepts > Artificial Intelligence > AI Applications > Robotics

Computer Vision Computer vision combines hardware (cameras and scanners) and AI software that permit computers to capture, store, and interpret visual images and pictures. Computer vision enables software to react to visual input. Computer vision systems are also being developed to assist in human sight. Links: Video: Link not working!!! Concepts > Artificial Intelligence > AI Applications > Computer Vision

Natural Language Processing Natural language processing uses AI techniques to enable computers to generate and understand natural human languages, such as English. Natural language processing has become popular in collecting user input over phone systems, in mobile phones for automatic dialing and issuing commands, and for individuals who cannot use a keyboard and mouse because they are disabled or because their hands are needed for other work. Links: Video: Dragon 11 in action Concepts > Artificial Intelligence > AI Applications > Natural Language Processing

Types of Pattern Recognition Pattern recognition is an area of AI that develops systems that are trained to recognize patterns in data. Types of Pattern Recognition Speech Recognition Handwriting Recognition Facial Recognition Links: Video: Facial recognition camera that tracks your shopping habits Concepts > Artificial Intelligence > AI Applications > Pattern Recognition

Intelligent Agent An intelligent agent, digital assistant, or bot, consists of programs and a knowledge base used to perform a specific task for a person, a process, or another program. Intelligent agents often include a human persona and animated avatar form. Links: Video: Apple - Introducing Siri on iPhone 4S Concepts > Artificial Intelligence > AI Applications > Intelligent Agent

Artificial Creativity Artificial creativity is a branch of AI that works to program computers to express themselves through art, music, poetry, and other outlets. AI software has become quite talented at creating works of art. The most useful output, however, is the insight it gives us into the workings of human creativity. Links: Video: AI in the Art World Concepts > Artificial Intelligence > AI Applications > Artificial Creativity

AI Applications Terms AI Applications Robotics Computer Vision Natural Language Processing Speech Recognition Pattern Recognition Handwriting Recognition Facial Recognition Intelligent Agent Digital Assistant Bot Artificial Creativity Concepts > Artificial Intelligence > AI Applications > See your eBook for more information about these terms