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(ML 6.1) Maximum a posteriori (MAP) estimation

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Definition of maximum a posteriori (MAP) estimates, and a discussion of pros/cons.

A playlist of these Machine Learning videos is available here:
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posted by pwlsadurmw

(ML 6.2) MAP for univariate Gaussian mean

(ML 6.2) MAP for univariate Gaussian mean

What are Maximum Likelihood (ML) and Maximum a posteriori (MAP)? ('Best explanation on YouTube')

What are Maximum Likelihood (ML) and Maximum a posteriori (MAP)? ('Best explanation on YouTube')

PB65: Maximum A Posteriori (MAP) Estimation

PB65: Maximum A Posteriori (MAP) Estimation

Maximum Likelihood, clearly explained!!!

Maximum Likelihood, clearly explained!!!

L20.10 Maximum Likelihood Estimation Examples

L20.10 Maximum Likelihood Estimation Examples

Maximum a Posteriori (MAP) Estimation

Maximum a Posteriori (MAP) Estimation

(ML 4.1) Maximum Likelihood Estimation (MLE) (part 1)

(ML 4.1) Maximum Likelihood Estimation (MLE) (part 1)

(ML 10.1) Bayesian Linear Regression

(ML 10.1) Bayesian Linear Regression

(ML 4.3) MLE for univariate Gaussian mean

(ML 4.3) MLE for univariate Gaussian mean

(ML 16.3) ExpectationMaximization (EM) algorithm

(ML 16.3) ExpectationMaximization (EM) algorithm

(ML 8.1) Naive Bayes classification

(ML 8.1) Naive Bayes classification

(ML 7.7.A1) Dirichlet distribution

(ML 7.7.A1) Dirichlet distribution

(ML 3.2) Minimizing conditional expected loss

(ML 3.2) Minimizing conditional expected loss

(ML 7.5) BetaBernoulli model (part 1)

(ML 7.5) BetaBernoulli model (part 1)

(ML 7.7.A2) Expectation of a Dirichlet random variable

(ML 7.7.A2) Expectation of a Dirichlet random variable

(ML 2.4) Growing a classification tree (CART)

(ML 2.4) Growing a classification tree (CART)

(IC 5.2) Arithmetic coding Example #1

(IC 5.2) Arithmetic coding Example #1

WHAT'S in Bill Ackman's Portfolio?

WHAT'S in Bill Ackman's Portfolio?

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