Search for tag: "gaussian"

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03:15 A Probilistic View A Probilistic View	A Probilistic View A probabilistic formulation of the linear model square probability regression analysis gaussian probabilistically general predicts regression caption complete annoyance probabilistic systems theory 2017 mosquito function iaml noise linear model theory of probability distributions equivalent statistical terminology component effects output estimate likelihood probability theory structure remember solution linear regression algorithms residuals variance problem linear model error log input inverse pseudo method optimization score task From Nigel Goddard on October 1st, 2017 0 likes 2,017 plays 0 Licence Type Creative Commons - Attribution
03:50 Summary Summary	Summary Summary iaml mixture-models means covariance distances point likelihood mixture gaussians kmeans lot attributes axis thing distance gaussian mixtures difference components epsilon cluster initializations From Nigel Goddard on September 25th, 2016 0 likes 1,178 plays 0 Licence Type Creative Commons - Attribution
02:32 Introduction to mixture models Introduction to mixture models	Introduction to mixture models Introduction to mixture models iaml mixture-models clusters clustering cluster means probability methods parameters space distribution models mixture variances gaussian kind points ways dataset auto algorithm em From Nigel Goddard on September 25th, 2016 0 likes 1,801 plays 0 Licence Type Creative Commons - Attribution
07:59 How many Gaussians in the GMM How many Gaussians in the GMM	How many Gaussians in the GMM How many Gaussians in the GMM iaml mixture-models model likelihood gaussians components mixture parameters point gaussian points complexity numbers training quantity space means p. razor occam ways variance From Nigel Goddard on September 25th, 2016 0 likes 1,452 plays 0 Licence Type Creative Commons - Attribution
08:53 Gaussian mixture model (GMM) Gaussian mixture model (GMM)	Gaussian mixture model (GMM) Gaussian mixture model (GMM) iaml mixture-models gaussian covariance points matrix instance point gaussians attribute deviation inverse weights coloring posteriors b. target thing attributes importance a. c. From Nigel Goddard on September 25th, 2016 0 likes 1,746 plays 0 Licence Type Creative Commons - Attribution
05:15 Visualizing the EM algorithm Visualizing the EM algorithm	Visualizing the EM algorithm Visualizing the EM algorithm iaml mixture-models gaussian points gaussians colors x1 variance numbers posteriors point rule bayes probability coloring bit differences estimate variances means mixture posterior From Nigel Goddard on September 25th, 2016 0 likes 1,910 plays 0 Licence Type Creative Commons - Attribution
04:52 Expectation-maximization algorithm Expectation-maximization algorithm	Expectation-maximization algorithm Expectation-maximization algorithm iaml mixture-models points gaussian variance point means colors gaussians variances step algorithm problem space colours relation probability idea thing estimation mixture observations From Nigel Goddard on September 25th, 2016 0 likes 1,872 plays 0 Licence Type Creative Commons - Attribution
09:16 Confidence Interval for Generalization Confidence Interval for Generalization	Confidence Interval for Generalization Confidence Interval for Generalization probability percent gaussian summary statistics measurement misclassified tomorrow caption complete theory of probability distributions test set question instance elementary algebra compute evaluation iaml data analysis statistical terminology number standard deviation total number unbiased estimate human communication future error probability theory error rate 100 times percent confidence interval future test true error rate future square root confidence interval variance distribution statistical deviation and dispersion minus effects error confidence interval rate instances test sets deviation root thirds times estimate testing deviations From Nigel Goddard on September 21st, 2016 0 likes 2,210 plays 0 Licence Type Creative Commons - Attribution
02:26 Example where Naive Bayes Fails Example where Naive Bayes Fails	Example where Naive Bayes Fails Example where Naive Bayes Fails weight independent problem height children caption complete variance positive differentiates iaml separate naive covariance effects attributes distinguish estimate difference class condition correlated black class points hopeless correlation situation distribution red class gaussian classes bayes adults thing independence base alright beta physics From Nigel Goddard on September 17th, 2016 1 likes 2,248 plays 0 Licence Type Creative Commons - Attribution
07:37 Gaussian Naive Bayes Classifier Gaussian Naive Bayes Classifier	Gaussian Naive Bayes Classifier Gaussian Naive Bayes Classifier multiplying force probability number height effectively individual big number children caption complete weight specification question pretty iaml product plays set in new york city physical quantities statistical terminology histogram average child adult child libertarian theory small number probability theory individualism commerce compute remember legal terms political philosophy small variance model observation represented effects gaussian class axis adults numbers weights thing individuals parts From Nigel Goddard on September 17th, 2016 3 likes 2,579 plays 0 Licence Type Creative Commons - Attribution
02:14 Estimating Gaussians Estimating Gaussians	Estimating Gaussians Estimating Gaussians iaml maths sigma points formulation matrix likelihood estimate sum log mu gaussian sort density dimensions covariance kind n. component times maine concept From Nigel Goddard on September 8th, 2016 1 likes 1,111 plays 0 Licence Type Creative Commons - Attribution
04:36 The Gaussian Distribution The Gaussian Distribution	The Gaussian Distribution The Gaussian Distribution iaml maths gaussian variance shape kind deviation gaussians distribution curve intuition factor functions variables thing distributions properties machine matter peaks normalization density From Nigel Goddard on September 8th, 2016 0 likes 1,395 plays 1 Licence Type Creative Commons - Attribution
02:04 The Bivariate Gaussian The Bivariate Gaussian	The Bivariate Gaussian The Bivariate Gaussian iaml maths vector probability kind matrix sigma deviation gaussians variable gaussian directions variances variant dimensions hat transformation sense representation covariance deviations means From Nigel Goddard on September 8th, 2016 0 likes 1,292 plays 0 Licence Type Creative Commons - Attribution

Search for tag: "gaussian"

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