[0:00:00]    Announcements

[0:03:53]    Bayes Rule

[0:04:09]        - Other Forms of Bayes Rule

[0:05:50]        - Applying Bayes Rule

[0:10:14]    Probabilistic Approaches to Function Approximation

[0:12:15]        - The Joint Distribution

[0:15:34]        - Using the Joint Distribution

[0:25:10]        - Limitations of Joint Distribution

[0:34:06]    Estimating Probability Distributions

[0:34:17]        - Running Example: Estimating Probability of Heads

[0:41:04]        - Online Learning

[0:52:10]        - Principles for Estimating Probabilities

[0:59:15]        - Maximum Likelihood Estimation (MLE)

[1:09:31]        - MLE: Summary

[1:11:08]        - Maximum Aposteriori Probability (MAP)

[1:11:38]        - Beta Prior Distribution

[1:16:52]        - Coin Flip Example Revisited

[1:18:04]        - Some Terminology