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logp(D)=ilogp(xi)+logpθ(yixi)=ilogpθ(yixi)+ const \log p(\mathcal{D})=\sum_{i} \log p\left(x_{i}\right)+\log p_{\theta}\left(y_{i} \mid x_{i}\right) =\sum_{i} \log p_{\theta}\left(y_{i} \mid x_{i}\right)+\text { const }

Referenced in

Maximum Likelihood Estimation (MLE)