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14:52
(ML 5.1) Exponential families (part 1)
(ML 5.1) Exponential families (part 1)
(ML 5.1) Exponential families (part 1)
Definition of exponential families, and examples. We look at the Exponential distribution and Bernoulli distribution as examples of exponential families. A p...
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5:41
Exponential family (canonical form)
Exponential family (canonical form)
Exponential family (canonical form)
This is an introduction to the canonical form of the exponential family, illustrated with the Poisson distribution.
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7:17
Binomial distribution: in the exponential family
Binomial distribution: in the exponential family
Binomial distribution: in the exponential family
Demonstration of how to show that the binomial distribution is a member of the natural exponential family of distributions.
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7:54
Normal distribution: in the exponential family
Normal distribution: in the exponential family
Normal distribution: in the exponential family
A demonstration of how to show that the Normal (Gaussian) distribution is a member of the exponential family of distributions.
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4:49
Poisson distribution: a member of the exp family
Poisson distribution: a member of the exp family
Poisson distribution: a member of the exp family
Demonstration that the poisson distribution is a member of the natural exponential family of distributions and hence finding the mean and variance of the poi...
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10:18
Gamma Distribution: Member of the Exp Family
Gamma Distribution: Member of the Exp Family
Gamma Distribution: Member of the Exp Family
A demonstration of how to show that the gamma distribution is a member of the natural exponential family of distributions, and hence how to find it's mean an...
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14:55
(ML 5.3) MLE for an exponential family (part 1)
(ML 5.3) MLE for an exponential family (part 1)
(ML 5.3) MLE for an exponential family (part 1)
Characterization of the MLE for an exponential family. A playlist of these Machine Learning videos is available here: http://www.youtube.com/view_play_list?p...
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14:42
(ML 5.4) MLE for an exponential family (part 2)
(ML 5.4) MLE for an exponential family (part 2)
(ML 5.4) MLE for an exponential family (part 2)
Characterization of the MLE for an exponential family. A playlist of these Machine Learning videos is available here: http://www.youtube.com/view_play_list?p...
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66:40
Maximum Likelihood, MAP, and Exponential Family of Distributions
Maximum Likelihood, MAP, and Exponential Family of Distributions
Maximum Likelihood, MAP, and Exponential Family of Distributions
The beginning wasn't probably recorded.
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9:41
Lecture 5: Sanjeev Sharma: Exponential Family & Sufficient Statistics Part-1
Lecture 5: Sanjeev Sharma: Exponential Family & Sufficient Statistics Part-1
Lecture 5: Sanjeev Sharma: Exponential Family & Sufficient Statistics Part-1
SANJEEV SHARMA: B.Tech. 3rd Year. IIT Roorkee. Part -1 of Lecture 5 in Machine Learning. Exponential Family Distribution & Sufficient Statistics. In this lec...
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57:05
Mod-03 Lec-08 Bayesian Estimation examples; the exponential family of densities and ML estimates
Mod-03 Lec-08 Bayesian Estimation examples; the exponential family of densities and ML estimates
Mod-03 Lec-08 Bayesian Estimation examples; the exponential family of densities and ML estimates
Pattern Recognition by Prof. P.S. Sastry, Department of Electronics & Communication Engineering, IISc Bangalore. For more details on NPTEL visit http://nptel...
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12:11
Proportion (of binomial data) is in the exponential family
Proportion (of binomial data) is in the exponential family
Proportion (of binomial data) is in the exponential family
This works through part of the problem covered in the Advanced Statistics 2011 exam paper (Question 4). This material is now covered in Multivariate Statisti...
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3:10
GLM 1.4 Binomial as Exponential family
GLM 1.4 Binomial as Exponential family
GLM 1.4 Binomial as Exponential family
Shows how to write the Binomial pmf in Exponential Family Format
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9:59
Lecture 5: Sanjeev Sharma: Exponential Family & Sufficient Statistics Part-2
Lecture 5: Sanjeev Sharma: Exponential Family & Sufficient Statistics Part-2
Lecture 5: Sanjeev Sharma: Exponential Family & Sufficient Statistics Part-2
SANJEEV SHARMA: B.Tech. 3rd Year. IIT Roorkee. Part -2 of Lecture 5 in Machine Learning. Exponential Family Distribution & Sufficient Statistics. In this lec...
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47:43
More on exponential family and ML estimation
More on exponential family and ML estimation
More on exponential family and ML estimation
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25:32
What is an exponential, how do we differentiate and integrate them
What is an exponential, how do we differentiate and integrate them
What is an exponential, how do we differentiate and integrate them
The large exponential family has a calculus friendly irrational member e ( 2.71828.. ) to the power x. The general rule for a ( constant ) to the power u where u = f(x) is derived, leading to differentiation and integration rules with many examples.
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32:04
Understanding the AI Landscape (Neil Jacobstein) - Exponential Finance 2014
Understanding the AI Landscape (Neil Jacobstein) - Exponential Finance 2014
Understanding the AI Landscape (Neil Jacobstein) - Exponential Finance 2014
Singularity University's Co-Chair on AI Neil Jacobstein will discuss how businesses, financial institutions and individuals are utilizing AI to address credi...
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14:44
(ML 16.5) Why EM makes sense (part 2)
(ML 16.5) Why EM makes sense (part 2)
(ML 16.5) Why EM makes sense (part 2)
One can arrive at the EM algorithm in a natural way by trying to analytically maximize the likelihood, in an exponential family.
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14:37
(ML 16.3) Expectation-Maximization (EM) algorithm
(ML 16.3) Expectation-Maximization (EM) algorithm
(ML 16.3) Expectation-Maximization (EM) algorithm
Introduction to the EM algorithm for maximum likelihood estimation (MLE). EM is particularly applicable when there is "missing data" and one is using an expo...
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32:45
Bankers Beware (Caruso-Cabrera, Lyons, Milne, Sidhu, Weissbluth) - Exponential Finance 2014
Bankers Beware (Caruso-Cabrera, Lyons, Milne, Sidhu, Weissbluth) - Exponential Finance 2014
Bankers Beware (Caruso-Cabrera, Lyons, Milne, Sidhu, Weissbluth) - Exponential Finance 2014
Exponential technologies are presenting a 360 degree assault on every part of the banking business. It couldn't come at a worse time, as the industry tries t...
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62:24
Ian Fellows - How to solve (almost) any problem using Markov Chain Monte Carlo
Ian Fellows - How to solve (almost) any problem using Markov Chain Monte Carlo
Ian Fellows - How to solve (almost) any problem using Markov Chain Monte Carlo
MCMC sampling has allowed for simulation from complex, massively multivariate distributions even when that distribution is only specified up to an unknown no...
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3:05
Ebola Exploding Exponentially: U.S. Lockdown In The Cards
Ebola Exploding Exponentially: U.S. Lockdown In The Cards
Ebola Exploding Exponentially: U.S. Lockdown In The Cards
The World Health Organization, the very same organization that wants to impose a global consumer tax on internet use to your bank account to raise money for its drug research in the developing world, is reporting total ebola fueled chaos in West Africa. Last month, former Director of Medical Policy Development for the Food and Drug Administration, asserts that Ebola is likely to arrive in the U.S. and that if it does the CDC will invoke powers to “hold a healthy person against his will.” Gottlieb also points an executive order passed by Obama on July 31st which allows for the detention of Americans who merely display signs of any “respiratory
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0:33
A FAMILY OF EXPONENTIAL STEP DOWN SWITCHED CAPACITOR CONVERTERS AND THEIR APPLICATIONS IN TWO STAGE
A FAMILY OF EXPONENTIAL STEP DOWN SWITCHED CAPACITOR CONVERTERS AND THEIR APPLICATIONS IN TWO STAGE
A FAMILY OF EXPONENTIAL STEP DOWN SWITCHED CAPACITOR CONVERTERS AND THEIR APPLICATIONS IN TWO STAGE
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A FAMILY OF EXPONENTIAL STEP-DOWN SWITCHED-CAPACITOR CONVERTERS AND THEIR APPLICATIONS IN TWO-STAGE CONVERTERS
This paper presents a family of exponential voltage step-down switched-capacitor (ESC) converters. Consider