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Explainable AI for decision-making transparency
Explainable AI for decision-making transparency
Order ID 53563633773 Type Essay Writer Level Masters Style APA Sources/References 4 Perfect Number of Pages to Order 5-10 Pages Description/Paper Instructions
Explainable AI for decision-making transparency
Explainable AI (XAI) refers to the development of artificial intelligence models that can provide a clear and understandable explanation of their decision-making process to humans. The goal of XAI is to increase transparency and trust in AI systems, particularly in applications where the consequences of AI decisions can have significant impacts on human lives.
Why is Explainable AI important for decision-making transparency? Explainable AI is important for decision-making transparency for several reasons. First, in many applications, such as healthcare and finance, the consequences of AI decisions can have significant impacts on human lives. Therefore, it is important to ensure that these decisions are made in a transparent and understandable manner.
Second, many AI models are complex and difficult to understand, even for experts. Without the ability to explain how an AI model arrived at a decision, it can be difficult to determine whether the decision was made in a fair and unbiased manner.
Finally, the lack of transparency in AI decision-making can lead to legal and ethical issues, particularly when the decisions made by AI models are not understood or are perceived to be unfair or biased.
How does Explainable AI increase decision-making transparency? Explainable AI can increase decision-making transparency in several ways:
- Providing insight into the decision-making process: XAI can provide insights into the decision-making process of an AI model, allowing users to understand how the model arrived at a particular decision. This can help to identify potential biases or errors in the model, as well as provide a basis for improving the model’s performance.
- Facilitating communication between humans and AI models: XAI can facilitate communication between humans and AI models by providing a clear and understandable explanation of the model’s decision-making process. This can help to build trust between humans and AI models, as well as ensure that decisions made by the model are understood and accepted by humans.
- Enabling error detection and correction: XAI can enable error detection and correction by providing a clear and understandable explanation of the model’s decision-making process. This can help to identify errors in the model, as well as provide a basis for correcting these errors.
- Enabling model improvement: XAI can enable model improvement by providing a clear and understandable explanation of the model’s decision-making process. This can help to identify areas of the model that need improvement, as well as provide a basis for improving the model’s performance.
Examples of Explainable AI in decision-making transparency There are several examples of XAI being used to increase decision-making transparency in various applications. Some of these examples include:
- Healthcare: XAI is being used in healthcare to develop models that can provide clear and understandable explanations of their decision-making process. This can help healthcare providers to better understand the reasoning behind the decisions made by AI models, as well as ensure that these decisions are made in a transparent and understandable manner.
- Finance: XAI is being used in finance to develop models that can provide clear and understandable explanations of their decision-making process. This can help financial institutions to better understand the risks associated with particular investments, as well as ensure that decisions made by AI models are fair and unbiased.
- Autonomous vehicles: XAI is being used in autonomous vehicles to develop models that can provide clear and understandable explanations of their decision-making process. This can help to ensure that the decisions made by the vehicle are safe and reliable, as well as provide a basis for improving the vehicle’s performance.
Conclusion Explainable AI is an important development in the field of artificial intelligence, particularly in applications where the consequences of AI decisions can have significant impacts on human lives. By increasing decision-making transparency, XAI can help to build trust between humans and AI models, as well as ensure that decisions made by the model are understood and accepted by humans. XAI can also enable error detection and.
Explainable AI for decision-making transparency
RUBRIC
QUALITY OF RESPONSE NO RESPONSE POOR / UNSATISFACTORY SATISFACTORY GOOD EXCELLENT Content (worth a maximum of 50% of the total points) Zero points: Student failed to submit the final paper. 20 points out of 50: The essay illustrates poor understanding of the relevant material by failing to address or incorrectly addressing the relevant content; failing to identify or inaccurately explaining/defining key concepts/ideas; ignoring or incorrectly explaining key points/claims and the reasoning behind them; and/or incorrectly or inappropriately using terminology; and elements of the response are lacking. 30 points out of 50: The essay illustrates a rudimentary understanding of the relevant material by mentioning but not full explaining the relevant content; identifying some of the key concepts/ideas though failing to fully or accurately explain many of them; using terminology, though sometimes inaccurately or inappropriately; and/or incorporating some key claims/points but failing to explain the reasoning behind them or doing so inaccurately. Elements of the required response may also be lacking. 40 points out of 50: The essay illustrates solid understanding of the relevant material by correctly addressing most of the relevant content; identifying and explaining most of the key concepts/ideas; using correct terminology; explaining the reasoning behind most of the key points/claims; and/or where necessary or useful, substantiating some points with accurate examples. The answer is complete. 50 points: The essay illustrates exemplary understanding of the relevant material by thoroughly and correctly addressing the relevant content; identifying and explaining all of the key concepts/ideas; using correct terminology explaining the reasoning behind key points/claims and substantiating, as necessary/useful, points with several accurate and illuminating examples. No aspects of the required answer are missing. Use of Sources (worth a maximum of 20% of the total points). Zero points: Student failed to include citations and/or references. Or the student failed to submit a final paper. 5 out 20 points: Sources are seldom cited to support statements and/or format of citations are not recognizable as APA 6th Edition format. There are major errors in the formation of the references and citations. And/or there is a major reliance on highly questionable. The Student fails to provide an adequate synthesis of research collected for the paper. 10 out 20 points: References to scholarly sources are occasionally given; many statements seem unsubstantiated. Frequent errors in APA 6th Edition format, leaving the reader confused about the source of the information. There are significant errors of the formation in the references and citations. And/or there is a significant use of highly questionable sources. 15 out 20 points: Credible Scholarly sources are used effectively support claims and are, for the most part, clear and fairly represented. APA 6th Edition is used with only a few minor errors. There are minor errors in reference and/or citations. And/or there is some use of questionable sources. 20 points: Credible scholarly sources are used to give compelling evidence to support claims and are clearly and fairly represented. APA 6th Edition format is used accurately and consistently. The student uses above the maximum required references in the development of the assignment. Grammar (worth maximum of 20% of total points) Zero points: Student failed to submit the final paper. 5 points out of 20: The paper does not communicate ideas/points clearly due to inappropriate use of terminology and vague language; thoughts and sentences are disjointed or incomprehensible; organization lacking; and/or numerous grammatical, spelling/punctuation errors 10 points out 20: The paper is often unclear and difficult to follow due to some inappropriate terminology and/or vague language; ideas may be fragmented, wandering and/or repetitive; poor organization; and/or some grammatical, spelling, punctuation errors 15 points out of 20: The paper is mostly clear as a result of appropriate use of terminology and minimal vagueness; no tangents and no repetition; fairly good organization; almost perfect grammar, spelling, punctuation, and word usage. 20 points: The paper is clear, concise, and a pleasure to read as a result of appropriate and precise use of terminology; total coherence of thoughts and presentation and logical organization; and the essay is error free. Structure of the Paper (worth 10% of total points) Zero points: Student failed to submit the final paper. 3 points out of 10: Student needs to develop better formatting skills. The paper omits significant structural elements required for and APA 6th edition paper. Formatting of the paper has major flaws. The paper does not conform to APA 6th edition requirements whatsoever. 5 points out of 10: Appearance of final paper demonstrates the student’s limited ability to format the paper. There are significant errors in formatting and/or the total omission of major components of an APA 6th edition paper. They can include the omission of the cover page, abstract, and page numbers. Additionally the page has major formatting issues with spacing or paragraph formation. Font size might not conform to size requirements. The student also significantly writes too large or too short of and paper 7 points out of 10: Research paper presents an above-average use of formatting skills. The paper has slight errors within the paper. This can include small errors or omissions with the cover page, abstract, page number, and headers. There could be also slight formatting issues with the document spacing or the font Additionally the paper might slightly exceed or undershoot the specific number of required written pages for the assignment. 10 points: Student provides a high-caliber, formatted paper. This includes an APA 6th edition cover page, abstract, page number, headers and is double spaced in 12’ Times Roman Font. Additionally, the paper conforms to the specific number of required written pages and neither goes over or under the specified length of the paper.
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