David MacKay OER/OCW Courses

Gaussian Process BasicsEnglish
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David MacKay
 
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Gaussian Process Basics by David MacKay @VideoLectures.net oer ocw

How on earth can a plain old Gaussian distribution be useful for sophisticated regression and machine learning tasks... Watch Video

Information TheoryEnglish
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David MacKay
 
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Information Theory by David MacKay @VideoLectures.net oer ocw free

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Lecture 10: An Introduction To Bayesian Inference (II): Inference Of ParametersEnglish
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David MacKay
 
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Lecture 10: An Introduction To Bayesian by David MacKay @VideoLectures

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Lecture 11: Approximating Probability Distributions (I): Clustering As An ExampleEnglish
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David MacKay
 
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Lecture 11: Approximating Probability by David MacKay @VideoLectures

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Lecture 12: Approximating Probability Distributions (II): Monte Carlo Methods (IEnglish
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David MacKay
 
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Lecture 12: Approximating Probability by David MacKay @VideoLectures

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Lecture 13: Approximating Probability Distributions (III): Monte Carlo Methods English
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David MacKay
 
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Lecture 13: Approximating Probability by David MacKay @VideoLectures

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Lecture 14: Approximating Probability Distributions (IV): Variational MethodsEnglish
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David MacKay
 
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Lecture 14: Approximating Probability by David MacKay @VideoLectures

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Lecture 15: Data Modelling With Neural Networks (I): Feedforward Networks: TheEnglish
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David MacKay
 
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Lecture 15: Data Modelling With Neural by David MacKay @VideoLectures

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Lecture 16: Data Modelling With Neural Networks (II): Content-Addressable MemoriesEnglish
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David MacKay
 
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Lecture 16: Data Modelling With Neural by David MacKay @VideoLectures

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Lecture 1: Introduction to Information TheoryEnglish
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David MacKay
 
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Lecture 1: Introduction to Information by David MacKay @VideoLectures

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