Artificial Inteligence Responsible AI has gained ground in so many sectors where it has been applied. Discuss the following key five dimensions that responsible AI applications consider. And provide an example of cases. AI Governance. AI Ethics and regulation. AI Interpretability and explainability. AI Bias and fairness. Note: Providing examples to explain your point will earn more marks. Discuss the following the following graph like structures below and provide a case each for which they have been applied in AI models. Fuzzy Logic Formal Concept Analysis Markov chains Neural networks. Discuss the following possible classification of outcomes in an AI experiment and provide 2 scenarios each in which they are applied to the results of hospital diagnostics based on AI based system. False Positive True positive. False negative. True negative. Discuss the 4 specific examples in which graph theory has been applied in artificial intelligence. NB: You are encouraged to download peer reviewed and published scientific papers to discuss the significance and applications of graph theory The World health service requested for a machine learning model to detect the presence of a new disease based on symptoms present in a blood sample. You have been selected to be part of the team responsible for the development of the model. Belo is a block diagram of the system. The accuracy in the output depends on the correct inputs. The model designed is supposed to be evaluated to determine the accuracy and it is supposed to function in a supervised way. Hence the data sets can affect the model and vice versa. Given ?(?|?) , ?(?) ,and ?(?′|?) , solve the following Draw the probability tree for the main situation. Draw the reverse tree for the main situation. Using the main tree, prove all probabilities on the opposite tree. If ?(?|?) = 0.3, ?(?) = 0.1 ,and ?(?′|?) = 0.65
Artificial Inteligence
Responsible AI has gained ground in so many sectors where it has been applied. Discuss the following key five dimensions that responsible AI applications consider. And provide an example of cases.
- AI Governance.
- AI Ethics and regulation.
- AI Interpretability and explainability.
- AI Bias and fairness.
Note: Providing examples to explain your point will earn more marks.
Discuss the following the following graph like structures below and provide a case each for which they have been applied in AI models.
- Fuzzy Logic
- Formal Concept Analysis
- Markov chains
- Neural networks.
Discuss the following possible classification of outcomes in an AI experiment and provide 2 scenarios each in which they are applied to the results of hospital diagnostics based on AI based system.
- False Positive
- True positive.
- False negative.
- True negative.
Discuss the 4 specific examples in which graph theory has been applied in
The World health service requested for a machine learning model to detect the presence of a new disease based on symptoms present in a blood sample. You have been selected to be part of the team responsible for the development of the model. Belo is a block diagram of the system.
The accuracy in the output depends on the correct inputs. The model designed is supposed to be evaluated to determine the accuracy and it is supposed to function in a supervised way. Hence the data sets can affect the model and vice versa.
Given ?(?|?) , ?(?) ,and ?(?′|?) , solve the following
- Draw the probability tree for the main situation.
- Draw the reverse tree for the main situation.
- Using the main tree, prove all probabilities on the opposite tree.
- If ?(?|?) = 0.3, ?(?) = 0.1 ,and ?(?′|?) = 0.65 find P(D)
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