



What is Perceptron?
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what is perceptron Informational
- How can feature selection or dimensionality reduction techniques be used with perceptrons?
- What type of learning is typically associated with the standard perceptron algorithm?
- What is the bias-variance trade-off in machine learning models?
- Explain the concept of weight decay in the context of L2 regularization. How does the regularization strength (lambda) affect the amount of regularization?
- What are the challenges of maintaining and updating deployed machine learning models? How can you monitor the performance of a deployed perceptron model?
- What are the key differences between the perceptron learning rule and gradient descent? In what scenarios might the perceptron learning rule be preferred over gradient descent?
- What are the challenges of applying perceptrons to imbalanced datasets?
- What is the difference between the decision boundary and the activation in Adaline? What is the concept of margin in classification?
- How does feature scaling affect the convergence of the perceptron learning algorithm? What is the curse of dimensionality, and how does it affect perceptrons and MLPs?
- What are some popular libraries for implementing neural networks (e.g., TensorFlow, PyTorch, scikit-learn)?
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