Bayesian Statistics
Bayesian Neural Networks (BNNs) are a type of neural network that incorporate Bayesian inference to estimate uncertainty in predictions. By treating the weights of the network as probability distributions rather than fixed values, BNNs can provide not just point estimates but also a measure of uncertainty around those estimates, making them particularly useful in applications where confidence in predictions is crucial.
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