What were the initial goals and expectations for the perceptron?
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what is perceptron Informational
- How can a perceptron be used for binary classification?
- Explain the concept of attention mechanisms in transformer networks.
- What are some common loss functions for different types of machine learning tasks? How do you choose an appropriate loss function for your perceptron model?
- How is the test set used to evaluate the final performance of a trained perceptron? Explain the difference between a parameter and a hyperparameter in a perceptron model.
- What is the bias-variance trade-off in machine learning models?
- What are the connections between information theory and the design of optimal classifiers? How can the concept of entropy be used to evaluate the performance or guide the training of a perceptron?
- What is a ReLU (Rectified Linear Unit) activation function? What are the advantages and disadvantages of different activation functions?
- What are some variations of the ReLU activation function (e.g., Leaky ReLU, Parametric ReLU)?
- What are the potential societal impacts of advanced neural network technologies?
- What are the different variants of gradient descent (e.g., batch gradient descent, stochastic gradient descent, mini-batch gradient descent)? What are the advantages and disadvantages of different gradient descent variants?
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