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16:39 Feature Transforms and Radial Basis Functions Feature Transforms and Radial Basis Functions	Feature Transforms and Radial Basis Functions Feature Transforms and Radial Basis Functions numerical analysis point regression analysis contribute original dates transform linear relationship linear regression radial basis functions caption complete graphics file formats relationship pseudo inverse situations feature companies listed on the hong kong stock exchange c.p.u. input 2017 architectural design radio basis functions systems engineering iaml linear model data points transforming concepts in physics computing terminology statistical terminology estimation theory elementary shapes optical spectrum effects performance functional analysis regular basis functions manufacturer dimensional problem linear algebra value transformation broadcasting values basis function dimension basis function functions linear features problem domain output points regression model hand kind inputs intel From Nigel Goddard on October 1st, 2017 2 likes 3,059 plays 0 Licence Type Creative Commons - Attribution
03:50 Diagnostics and Multiple Regression Diagnostics and Multiple Regression	Diagnostics and Multiple Regression Diagnosing problems and dealing with multiple output values predictive point regression analysis general regression caption complete capture good thing thing predictions systems theory output values 2017 outliers approach method iaml noise multiple linear relationship residual effects problem structure outline vectors michael linear regression thought sensitive situation model output values kind residuals problems idea vector weight regressions From Nigel Goddard on October 1st, 2017 2 likes 2,760 plays 0 Licence Type Creative Commons - Attribution
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 2,821 plays 0 Licence Type Creative Commons - Attribution
12:16 Fitting Parameters Fitting Parameters	Fitting Parameters How we fit parameters for the linear model multiplying thoroughbred racehorses dot product loss functions caption complete inverse dimensions parameters 1st column matrices column internet search engines training instance 2017 scientific method analytic geometry function iaml product statistical terminology data points transpose practice component dimensional case vectors estimate equations matrix top row abstract algebra input features minimize linear algebra constraint linear regression geometry points model statistical models effects vector phi training input rows error thing times columns plane row linear features From Nigel Goddard on October 1st, 2017 1 likes 3,239 plays 0 Licence Type Creative Commons - Attribution
08:16 The Linear Model The Linear Model	The Linear Model The Linear Model and Examples data set computer data classification predict concepts in physics generalization linear relationship examples caption complete regression problem functions row vector factors regression analysis assumption elementary algebra input 2017 architectural elements iaml product statistical terminology linear model relationship c.p.u. continuous transpose effects performance matrices data point training egyptian artefact types column linear algebra straight linear regression thought vector components output model rowing linear regression vectors row phi models motors dataset problem parameters cpu From Nigel Goddard on October 1st, 2017 1 likes 3,218 plays 0 Licence Type Creative Commons - Attribution
04:52 Preliminaries - perceptrons Preliminaries - perceptrons	Preliminaries - perceptrons Preliminaries - perceptrons iaml neural networks perceptron function regression 990s computer perceptrons hat gradient kind minus step sigmoid networks bit update direction rosenblatt rule architecture linear From Nigel Goddard on November 12th, 2016 1 likes 1,990 plays 0 Licence Type Creative Commons - Attribution
01:05 Linear Regression Summary Linear Regression Summary	Linear Regression Summary Linear Regression Summary iaml linear regress From Nigel Goddard on October 9th, 2016 0 likes 142 plays 0 Licence Type Creative Commons - Attribution
03:44 Feature Transformation Feature Transformation	Feature Transformation Feature Transformation iaml linear regression From Nigel Goddard on October 9th, 2016 0 likes 393 plays 0 Licence Type Creative Commons - Attribution
03:41 Basis Expansion Basis Expansion	Basis Expansion Basis Expansion iaml linear regression From Nigel Goddard on October 9th, 2016 0 likes 480 plays 0 Licence Type Creative Commons - Attribution
00:36 Multiple Regression Multiple Regression	Multiple Regression Multiple Regression iaml linear regression From Nigel Goddard on October 9th, 2016 0 likes 353 plays 0 Licence Type Creative Commons - Attribution
03:15 A Probabilistic View A Probabilistic View	A Probabilistic View A Probabilistic View iaml linear regression From Nigel Goddard on October 9th, 2016 0 likes 420 plays 0 Licence Type Creative Commons - Attribution
03:16 Problems with Outliers Problems with Outliers	Problems with Outliers Problems with Outliers iaml linear regression From Nigel Goddard on October 9th, 2016 0 likes 362 plays 0 Licence Type Creative Commons - Attribution
06:31 Fitting the Linear Model to Data Fitting the Linear Model to Data	Fitting the Linear Model to Data Fitting the Linear Model to Data iaml linear regression From Nigel Goddard on October 9th, 2016 0 likes 457 plays 0 Licence Type Creative Commons - Attribution
03:33 Linear Algebra Formulation Linear Algebra Formulation	Linear Algebra Formulation Linear Algebra Formulation iaml linear regression From Nigel Goddard on October 9th, 2016 1 likes 408 plays 0 Licence Type Creative Commons - Attribution
01:48 Linear Regression Examples Linear Regression Examples	Linear Regression Examples Linear Regression Examples iaml linear regression From Nigel Goddard on October 9th, 2016 0 likes 393 plays 0 Licence Type Creative Commons - Attribution
01:01 Topic Overview Topic Overview	Topic Overview Topic Overview iaml linear regression From Nigel Goddard on October 9th, 2016 1 likes 418 plays 0 Licence Type Creative Commons - Attribution

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