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Artificial intelligence
This project reinforces the idea that knowledge, reasoning, and planning are useful procedures in AI and may be specialized for different kinds of use cases. These areas are especially of interest in the development of intelligent agents, game theory and autonomous robots.This assignment also gives students a taste of the complexity of human behavior and encourages them to study real life examples and engage in self-reflection, both common practices by researchers developing new AI techniques.
Select a problem using knowledge, reasoning, and/or planning that may arise in the real world. Examples include expert system, automatic theorem proving, knowledge and reasoning applications, etc).Alternatively, you may select a development in AI where these are utilized.______ out of 10 points
Describe the knowledge, reasoning, and/or planning problem used (based on methods discussed in class, including logical agents, first-order logic, classical planning, scheduling, knowledge representation, etc)______ out of 10 points
Design and describe the algorithm and approach of your implementation. You may create visual representations and include a description.You may also implement your own code or pseudocode if you feel that may help demonstrate your understanding______ out of 20 points
Please include references for your sources.
Explain why you selected your chosen method(s). ______ out of 20 points
Explain how your chosen method would help solve your chosen problem.
Think about the how the problem/application is formulated, model representations used, logics, languages for representing problems, algorithms, etc.Your project could also comprise of integration of various AI approaches (probabilistic logic, planning, reasoning, etc).
Describe the strengths and limitations.______ out of 10 points
Describe what may have been some alternative methods.______ out of 10 points
Describe what methods may not have been appropriate ______ out of 10 points
Describe what you learned from this assignment, what could be improved, and what could be some future extensions of your work ______ out of 10 points
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Artificial Intelligence
Artificial Intelligence (AI) is a process of simulating human intelligence using machines, especially computer systems. The programming of artificial intelligence focuses primarily on the three cognitive skills that include reasoning, learning, and self-correction (Correia p. 865). The aspect of reasoning in AI involves choosing the right algorithm that enables the machine to arrive at the desired outcome. The learning process programming focuses on acquiring data and creating rules that allow the device to turn data into actionable information following specific systematic instructions of completing a task. The aspect of self-correction in AI programming involves fine-tuning of the algorithm to achieve the most accurate results of performing a task.
Artificial intelligence exists in four types (TYPE I-TYPE IV AI) (Hintze). The first type (TYPE I) AI has systems that only react but do not memorize what happened before since the system does not retain any information in the memory. The second type (TYPE II) AI makes use of limited memory that enables the system to integrate into self-driving technology, such as recognizing the speed and direction of moving objects. The third type (TYPE III) AI is more advanced and can consider people, objects, and other creatures in the environment and can modify its behavior to interact effectively with the external stimuli. To achieve effective interaction between AI and human beings, they must incorporate the feelings, thoughts, and human expectations. The fourth type (TYPE IV) of AI has the logical soul and has all the other characteristics of the different three types of AIs.
Choosing artificial intelligence was crucial because of its application in different sectors such as health, sciences, infrastructure, and industries, among many others. The use of AI has both advantages and disadvantages. One of the problems of using AI includes the development of sophisticated weapons that can wipe a large population. The advantage of using AI includes but not limited to proper management of traffic, efficient operation of industries using robots, among many other benefits of computerized machines in various sectors across the world.
With the expanding requirements of data analysis and correlation, AI seems to play a significant role in solving problems that affect industries, governments, and individuals. The government, for instance, can use the system to operate day-to-day activities more efficiently with minimum cost (Bennett and Hauser p. 12). The first step to take when answering the question is to explore more about artificial intelligence to have a better understanding of their definitions. The second step is to review and provide an explanation for the different types of AI and the agencies that provide the necessary oversight to the systems. The third step involves demonstrating how different types of AI can help collect, associate, and correlate data. However, some obstacles might influence the answering of questions relating to AI especially that is associated with the inadequate definition of the AI. Inadequate description of AI makes it complex to distinguish what indeed is and is not artificial intelligence.
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Works Cited
Bennett, Casey C. and Kris Hauser. “Artificial intelligence framework for simulating clinical decision-making: A Markov decision process approach.” Artificial intelligence, 2013, pp. 9-19.
Correia, A. Gomes. “Artificial intelligence applications in transportation geotechnics.” Geotechnical and Geological Engineering vol. 31, no. 3, 2013, pp. 861-879.
Hintze, Arend. “Understanding the Four Types of Artificial Intelligence.” Government Technology: State & Local Government News Articles, Government Technology, 14 Nov. 2016, www.govtech.com/computing/Understanding-the-Four-Types-of-Artificial-Intelligence.html. Accessed 15 January 2020.