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What is AI Assignment about?
The document details calculations for decision tree entropy and information gain, concluding that Humidity should be the root of the ID3 tree due to higher gain compared to Outlook. It also discusses the learning capabilities of a simple perceptron, noting its success with the AND gate but failure with the XOR gate due to linear separability issues. To address the XOR learning failure, it suggests adding a hidden layer with non-linear activation functions to create a multi-layer perceptron.
- Author
- Rafiya Amin
- Language
- EN