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QWhat is the meaning of the term "Bias-Variance Tradeoff" in AI?

ID: #11125 Definitions 102 views
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  • A The ability of machines to understand and interpret natural language ✔ ✖
  • B The study of algorithms and data structures ✔ ✖
  • C The tradeoff between the model's ability to fit the training data and its ability to generalize to new, unseen data ✔ ✖
  • D The development of virtual reality systems ✔ ✖
Correct Answer: Option C

Explanation

An Activation Function refers to a mathematical function applied to the output of a neuron in a neural network. It introduces non-linearity to the neural network, allowing it to learn and represent complex relationships in the data. Common activation functions include the sigmoid function, ReLU (Rectified Linear Unit), and tanh (hyperbolic tangent). The choice of activation function impacts the learning capacity and performance of the neural network.

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