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03:56 Evaluation Metrics Evaluation Metrics	Evaluation Metrics Evaluation Metrics - Week 1 predictive analytics micromasters illustrates point estimation performance metric numbers measurement absolute error caption complete statistics average percentage inappropriate positive percentage error scientific method higher picture comparable data analysis overexaggeration observed values outlier statistical terminology reflect generated effects spikes observation data set sensitive accentuation squared error predicted error model statistical deviation and dispersion From Calum Macphail on March 19th, 2019 0 likes 45 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English
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 From Nigel Goddard on September 21st, 2016 0 likes 2,157 plays 0 Licence Type Creative Commons - Attribution
02:45 Estimating the Generalization Error Estimating the Generalization Error	Estimating the Generalization Error Estimating the Generalization Error testing error classification percent testing generalization month depends testing air close tomorrow caption complete human communication generalization error question approximate assumption order evaluation iaml relationship computing terminology representative entries pretend training compute classified machine learning future testing set $25.00 effects From Nigel Goddard on September 21st, 2016 0 likes 1,997 plays 0 Licence Type Creative Commons - Attribution
04:43 Generalization Error Generalization Error	Generalization Error Generalization Error generalization error systems science predict philosophical terminology integral cybernetics general form measure bitmaps tells caption complete graphics file formats human communication classification training error system label observations scientific method evaluation function iaml probability effects regression difference probabilistic real numbers compute equation value political philosophy future values truth logic finite number distribution predictor From Nigel Goddard on September 21st, 2016 0 likes 2,056 plays 0 Licence Type Creative Commons - Attribution
01:47 Removing the Scale Removing the Scale	Removing the Scale Removing the Scale arbitrarily hyper defined number potent height minimum hyperplane caption complete scale versus iaml direction multiple degree predicting perpendicular plane effects infinite remember observation constraint geometry freedom remove vector error support vector machines margin From Nigel Goddard on September 8th, 2016 1 likes 2,035 plays 0 Licence Type Creative Commons - Attribution
20:30 Physics matters! Physics matters!	Physics matters! Physics underpins much of modern medicine. Dermatology in particular requires an understanding of the physics of ultraviolet radiation. In this video I summarise the key concepts, with an eye always… earlier video broad range u.k.ultraviolet radiation u.v.d.n.a.color summer holiday uva spectrum concepts in physics annual u.v.typical u.k.separating u.v.b.skin dermatology uva error theme action spectrum female u.v.caption complete clinical medicine human behavior human communication light sources scattering radiation length visible light electromagnetic radiation electromagnetism theme action spectrum nuclear physics edinburgh medical school u.v.b.area theme web colors uva penetrates optical spectrum therapy effects radiobiology iarc group 1 carcinogens radiation exposure u.k. citizen biological effects 100 units electromagnetic spectrum gamma rays white shirt light trousers and shorts behavior sun inducing error thema skin cancer physics From Jonathan Rees on June 8th, 2016 0 likes 62 plays Publisher Jonathan Rees Licence Type Creative Commons - Attribution Non Commercial Share A Like Language English Date Created June 8th, 2016
09:42 Urticaria: from nettle stings to autoimmunity (HD) Urticaria: from nettle stings to autoimmunity (HD)	Urticaria: from nettle stings to autoimmunity (HD) I describe the basic pathogenesis of urticaria. I show how nettle stings (urtica) produce architecturally similar lesions, and how a variety of factors can activate mast cells, leading to… ultraviolet radiation mast cell immune system dermagraft ism metals surrounding receptor skin dermatology neurotransmitters urticaria error thema medical terminology high affinity variety similarities medicine net loss conditions edinburgh medical school transitory area thema soft tissue cardiovascular system activation i.g.a.i.g.a. receptor lighting effects circulating auto antibodies mediators antibodies granulation triple response mass cell histamine circulating antigen chemicals cells From Jonathan Rees on April 13th, 2016 0 likes 157 plays 0 Publisher Jonathan Rees Licence Type Creative Commons - Attribution Non Commercial Share A Like Language English Date Created April 13th, 2016

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