Machine Learning, Signal Processing, Bayesian Statistics, Editors Pick, Getting Started.
distribution. Note: Slight abuse of notation to use letter P for the density function. 3. Take the logarithm (Usually a natural log) to further simplify the above relationship. 4. Differentiate the above equation with respect to θ and set it to zero Note: MAP and ML estimate is the same if θ