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05:29 Under- and Oversampling Under- and Oversampling	Under- and Oversampling Under- and Oversampling - Week 4 predictive analytics micromasters color characteristics existing sample distinguish e.n.n.caption complete overfitting statistics green class technique predictive model oversampling scientific method approach dataset synthetic data points representative represented difference class imbalance observation predictive algorithms data set points alleviate problem effects From Calum Macphail on April 15th, 2019 0 likes 28 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English
01:06:25 Prof Agustin Fuentes - What makes us human_ Prof Agustin Fuentes - What makes us human_	Prof Agustin Fuentes - What makes us human_ Prof Agustin Fuentes - What makes us human d.n.a.feedback processes speaker 2 speaker 3 speaker 1 speaker 6 speaker 7 speaker 4 human evolution evolutionary biology human lineage biology of gender human behavior material reality causality systems theory sensory system systems semiotic ecosystem 2000000 years genus homo genetic difference incredible genetic effects semiotics libertarian theory broad scale evolutionary time cognition social behavior elementary geometry political philosophy demography animal anatomy blooded animals complex ways sexual dimorphism 25000 years 400000 years 5th lecture contemporary evolutionary philosophical terminology sex 100000 years material evidence human nature gifford lectures contemporary human theories social sciences 1200000 years evolutionary sense genetics brain size essential feature increasingly complex complex systems theory megafauna fingers oral communication biological social scientific terminology vast majority complex social lives evolutionary perspective warm blooded behavior new york university faculty clear evidence processing caledonian crows anthropology eating behaviors ontology notre dame individualism religion and science ethology simply program blue whales tool making cybernetics belief system tools evolutionary history sexually dimorphic sociological terminology 300000 years 1st lecture sociology index genes living things critical factors speaker 5 human issue semantics fossil record brain growth small female geometry reproduction belief emerge time period genetic traits 4000000 years personal life 1000000 years social learning large predators process changing human niche autonomy evolutionary explanation speaker 8 social philosophy social psychology making stone tools human nation abstraction biological anthropologist cognitive psychology sociology feedback loop evolutionary processes structure educational psychology chaos theory literary theory stone tool archaeology From Lesley Middlemass on April 9th, 2019 0 likes 53 plays 0 Licence Type All rights reserved The University of Edinburgh
06:34 Association Metrics Association Metrics	Association Metrics Association Metrics - Week 2 predictive analytics micromasters conditional concepts in physics number linear relationship weather entropy caption complete calculate correlation coefficient percent negative moderate correlation observations dependent variable scientific method high correlation explaining statistical terminology straightforward illustrate continuous effects variable difference syria point physical quantities cognition information theory maximum business terms pearson correlation figures calculating frequency From Calum Macphail on April 4th, 2019 0 likes 47 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English
58:36 The mathematics of burger flipping - Jean-Luc… The mathematics of burger flipping - Jean-Luc Thiffeault	The mathematics of burger flipping - Jean-Luc Thiffeault The mathematics of burger flipping Jean-Luc Thiffeault - University of Wisconsin-MadisonHiggs Centre for Theoretical Physics Colloquium state functions sequences and series formal sciences p.d.f.optimal solution recurrence relation good conductor philosophical terminology concepts in physics material properties time delta top temperature slab geometry perfect inductor operator mathematical terminology fixed point simple argument heat operator long time heat transfer ontology fluid dynamics temperature flipping operator interesting thing heat equation 1st leg creativity pretty obvious single flip thermodynamics food object burger flipping flip operator ventilating temperature difference caption complete infinitely fast heat conduction temperature scale middle point temperature distribution periodic orbit final point algebra food lab oil campaign of world war ii final phase mathematical analysis initial condition total cooking time effects graphics boundary condition t.k.2nd half heat flux physical quantities temperature profile mechanical engineering horizontal axis 2nd flip calorimetry integral equation cognition cooking time conduction profile heating food science higgs centre thought business terms cooking temperature top surface and air conditioning body condition upper bound current system idea function expansion room temperature From Brian Pendleton on March 25th, 2019 0 likes 31 plays 0 Licence Type All rights reserved The University of Edinburgh Date Created March 21st, 2019
59:05 Professor Lindsay Paterson \| Scottish Education… Professor Lindsay Paterson \| Scottish Education Policy : why statistics matter	Professor Lindsay Paterson \| Scottish Education Policy : why statistics matter Professor Lindsay Paterson is from the School of Social and Political Science \| University Of Edinburgh - He presents research data on large scale historical and contemporary statistical surveys of… david rieff social science educational sociology education authorities speaker 2 speaker 1 oldest kind service cities junior secondary formal sciences policy change public account local unemployment selective schools social class socioeconomics cohort study young women primary school secondary school parental education social inequality court study effects year olds secondary school qualifications academic school scottish council economic status educational qualifications in scotland large scale auxiliary sciences of history primary education widening participation research methods survey covered educational experience school subject senior secondary school types manual working class national testing social sciences public sector sociology senior secondary school science studies comprehensive schooling scottish education department highest status oral communication high status scottish government learning and justice directorate mentioned earlier scottish education selective system non-denominational schools minimum age junior 2nd high quality measured intelligence catholic schools secondary education anthropology working class labor market leaving certificate educational stages o.e.c.d.social change working class people educational service higher grade secondary courses school leaver skepticism educational policy negotiation red bar valid comparison scottish educational psychological attitude school terminology statistics education system technological colleges intelligence regular survey school attainment sociology index school examinations higher education qualification facilitating subjects 1st time political controversy university students british social science teaching students learn educational psychology education in scotland 20th century developmental psychology survey tradition school system socialism middle class curricula educational progress 1st decade statistical analysis higher education deprived neighborhoods social characteristics young people economics long term education caption complete information revolutions public skepticism 947 survey social classes current official monitoring scientific method social issues status subjects selective secondary school minimum leaving rising levels social circumstances senior secondary courses psychological testing selective courses policy concerns quasi experimental higher grade schools data evaluation methods comprehensive schools working lives professional parents scottish educational service left school didactics class difference standardized assessments educational attainment labor economics blue bar technical description From Ileana Iacobescu on March 27th, 2018 0 likes 99 plays 0 Publisher Barrie Barreto TEEU Licence Type All rights reserved The University of Edinburgh Date Created March 27th, 2018
02:55 Augmentation Augmentation	Augmentation Students and staff talk about the concept of automation in Learning and Teaching as part of the Near Future Teaching Project. The Near Future Teaching project is about working together to co-design… applications simulator develop information science too much tech oer discovery cc by caption complete philosophy disambiguation simulators literature university learning teaching developmental psychology notes learn user interface techniques student researches alternate monitor class multimedia communication reality challenges educational psychology ltw manipulate accessibility nft difference pedagogy students difficulties near future teacher digital education open educational resource thing internships transcript learning and teaching supplementary people near future teaching trajectories fantasies virtual effects technology cognitive science ontology anesthesia performance From Michael Gallagher on March 21st, 2018 0 likes 202 plays 0 Licence Type Creative Commons - Attribution Date Created April 17th, 2018
01:49 Ways of Learning Ways of Learning	Ways of Learning Students and staff talk about ways of learning ias part of the Near Future Teaching Project. The Near Future Teaching project is about working together to co-design the future of digital education… experiencing perspectives oer learning teaching and web services memory someday weaknesses strong horrible positive caption complete stones masters knowledge warmth ltw psychology forget nft experience there’s difference near future teaching learn near future teacher they’re open educational resource thing neuroscience overcome learning and teaching places subjects people fascinating gruesome philosophical terminology ways of learning virtual effects technology cognitive science gather hailstones group differences From Michael Gallagher on March 21st, 2018 0 likes 141 plays 0 Licence Type Creative Commons - Attribution Date Created April 17th, 2018
01:05 CARE-MND research project: Caroline McHutchison CARE-MND research project: Caroline McHutchison	CARE-MND research project: Caroline McHutchison Researcher Caroline McHutchison describes the clinical research project for people with MND called 'Neuropsychiatric symptoms in patients with MND and their families'. statements people predict philosophical terminology centre for clinical brain sciences collects mnd caption complete symptoms psychology motor neurone disease thinking question research member euan macdonald centre interested living disorders clinical research anne rowling regenerative neurology clinic patient demography mcintosh psychiatric effects intimation difference population cognitive skills academic administration professor disease experience contact constitutional law behavior From Rebecca Devon on June 1st, 2017 0 likes 45 plays 0 Publisher Rebecca Devon Licence Type All rights reserved The University of Edinburgh Language English
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 1,794 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 From Nigel Goddard on September 17th, 2016 1 likes 1,856 plays 0 Licence Type Creative Commons - Attribution
04:00 Mutual Independence vs Conditional Independence Mutual Independence vs Conditional Independence	Mutual Independence vs Conditional Independence Mutual Independence vs Conditional Independence probability independent explained scene stroke weather convection event caption complete classification factor beach hidden factor iaml digit mutual independence conditional independence heat stroke translation difference class hot weather heatstroke assume dependency suppose attributes probability theory effects From Nigel Goddard on September 17th, 2016 0 likes 1,728 plays 0 Licence Type Creative Commons - Attribution
03:09 Naive Bayes for Real-Valued Data Naive Bayes for Real-Valued Data	Naive Bayes for Real-Valued Data Naive Bayes for Real-Valued Data model probability number height elementary mathematics individual children caption complete theory of probability distributions weight training examples construct statistical deviation and dispersion observations probability theory centimeters iaml data analysis means statistical terminology estimation theory effects child estimate difference class individualism count quarter compute legal terms average adult prior summary statistics variance distribution estimation differentiate From Nigel Goddard on September 17th, 2016 0 likes 1,837 plays 0 Licence Type Creative Commons - Attribution
02:34 Probabilistic Classifiers - Generative vs… Probabilistic Classifiers - Generative vs Discriminative	Probabilistic Classifiers - Generative vs Discriminative Probabilistic Classifiers - Generative vs Discriminative probability probabilistic classifiers mistaken plausible computes directly generative aggression caption complete discriminative blacks decision boundary question predictions construct decision theory white scientific method iaml digit observe effects difference probabilistic class definition pacifiers things model classifier From Nigel Goddard on September 17th, 2016 1 likes 2,352 plays 0 Licence Type Creative Commons - Attribution
13:23 EC L15 - 02 Introduction.mpg EC L15 - 02 Introduction.mpg	EC L15 - 02 Introduction.mpg "Energy and Climate" by Dr Jelte Harnmeijer vehicles ecology economists systems science renewable energy energy electricity.networks energy conversion effects chemical elements greenhouse economics fossil fuels consequences.transport geography heat transfer processes.substitutable substitutability electricity systems theory thermodynamics production carbon management electromagnetic radiation factor biology environmental technology thousands resources systems production and manufacturing resources.fuels business garden features greenhouse gases flow resources energy.understand disruptive production.economic systems difference flow resource.country subdivisions geography terminology resource educational psychology manufacturing industry power station technology lighting concepts in physics power engineering economic geology arrangement electrical engineering electric power solutions From Stewart Cromar on July 12th, 2016 0 likes 45 plays 0 Licence Type All rights reserved The University of Edinburgh
02:23 Why does psoriasis sometimes look white? Why does psoriasis sometimes look white?	Why does psoriasis sometimes look white? Psoriasis is an inflammatory disorder, with a greatly increased blood flow to plaques. So why does is sometimes look white? Is there a 'white chromophore'? Or is there another explanation? hemoglobin contribute concepts in physics skin dermatology disappear caption complete clinical medicine pigments phototherapy simple deeper structures schematic white psoriasis air skin interface edinburgh medical school whiteness stratum cornea effects refractive interface difference epidermal reflection epidermis transmission light incident practical point refracted optics light passes From Jonathan Rees on June 15th, 2016 0 likes 59 plays 0 Publisher Jonathan Rees Licence Type Creative Commons - Attribution Non Commercial Share A Like Language English Date Created June 15th, 2016

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