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01:17:45 Promoting fairer access to Scottish universities:… Promoting fairer access to Scottish universities: how can this be achieved?	Promoting fairer access to Scottish universities: how can this be achieved? This is the second annual memorial lecture in honour of the late Professor David Raffe. Professor Vikki Bolover of Durhan University drew on her recent research in Scotland to consider how we can… speaker 2 false negatives support students degree program access threshold long time 1st year justice knowledge gaps disavantaged students institution specific academic skills social background individual level secondary school effects bottom quintile percent mark scottish funding council disadvantaged students speaker 1 association of commonwealth universities free school widening participation high grades disadvantaged backgrounds scottish academic degrees selective universities fair admission measurement subject knowledge gaps universities human communication disadvantaged young people area level measure mentioned earlier lecture egalitarianism tariffs universities universities in scotland english degree educational stages scottish context higher tariff universities deprived neighborhood audience member education in england degree classification lecture recording political science terms u.k.communication good degree scottish universities disadvantage person genuinely fair equality advantage group heroic disadvantage fair access entry requirement deprived background winding access coded red false positives david raffe admitting students 1st question s.f.c.people coming contextualised admissions higher education youth-led organizations percent target paradigm shift disadvantaged people cognitive science young people caption complete formal equality scotland free school meals scientific method procedural justice widening access edinburgh individual university academically selective entire population medium tariff universities deprived communities business terms shallow relationship fairer access From Ileana Iacobescu on April 10th, 2019 0 likes 46 plays 0 Licence Type All rights reserved The University of Edinburgh
07:22 ROC Curve ROC Curve	ROC Curve ROC Curve - Week 2 classification outcome dimensional space predictive analytics micromasters biostatistics point sensitivity prediction 100 percent false negatives confusion matrix predictive algorithm specificity threshold caption complete calculate positive percent negative false false true positives false positive rate cut offs negative observations effects high recall working dogs false positive observation zero roc curve From Calum Macphail on April 1st, 2019 0 likes 35 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English
52:50 Prof Gillingwater Inaugural Lecture Oct 2018 Prof Gillingwater Inaugural Lecture Oct 2018	Prof Gillingwater Inaugural Lecture Oct 2018 Recording of inaugural lecture Monday 29 October 2018. Professor Tom Gillingwater "Diary of a 21st century anatomist: standing on the shoulders of giants" national museum 21st century brain fundamental question rooms comparative anatomy neuroanatomy efferent neurons spinal muscular atrophy teaching student ratio anatomy workshop true giants big purple dots undergraduate student effects semiotics motor neuron disease indigenous population black box full circle north africa separate fish 1st things muscular system muscular junction social sciences central nervous system canary islands long standing interest human body medical research demography motor system artistic license lower motor neuron silly hats high school anatomical museum anatomy teaching directed learning communication cybernetics spinal cord delivering anatomy systems theory neuromuscular junction motor neurone disease newer muscular human brain motor neuron molecular biology human sign neurophysiology contract law didactics graphics population subjects taught in medical school human nervous system big question inaugural lecture nerve cell marriage somatic motor system human neuromuscular gene therapy neurons teaching lab m.j.educational institutions education technology caption complete incredible individuals bioethics organs web colors computer programming nervous system good news skeletal muscle anatomy college of medicine and veterinary medicine muscular disorders scientific classification neuroscience educational psychology public engagement activities north african spot exams public anatomy workshop public engagement muscle fiber From Nicholas Kelly on November 1st, 2018 0 likes 186 plays 0 Publisher Nick Kelly Licence Type All rights reserved The University of Edinburgh Date Created November 2nd, 2018
04:15 Data Data	Data Students and staff talk about the concept of data in Learning and Teaching as part of the Near Future Teaching Project. The Near Future Teaching project is about working together to co-design the… applications connections political philosophy things information science oer learning teaching and web services sociologists concerned cc by caption complete infrastructure sociology index ltw responsibility critical technology discriminate scientific classification nationalize algorithm media learning technology accept new media thinking educational psychology generation education surveillance blog software communication society social psychology near future teacher digital education open educational resource data stuff possibility pedagogy enormous systems people near future teaching criticism digital education hub learning programmed companies university effects access internet types of university or college dictatorially-minded philosophy humans From Michael Gallagher on April 18th, 2018 0 likes 324 plays Licence Type Creative Commons - Attribution Date Created April 18th, 2018
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 From Nigel Goddard on October 1st, 2017 1 likes 2,111 plays 0 Licence Type Creative Commons - Attribution
03:43 Pros and cons of decision trees Pros and cons of decision trees	Pros and cons of decision trees Pros and cons of decision trees classification decision tree attribute philosophical terminology number yellow impossible decision theory caption complete compact boundaries settle split pretty approach iaml handle separate trees optical spectrum reason produce greedy decide decision trees algorithm thought depth continue representation problem classifier effects From Nigel Goddard on September 21st, 2016 0 likes 2,826 plays 0 Licence Type Creative Commons - Attribution
03:32 Quinlan's ID3 Algorithm Quinlan's ID3 Algorithm	Quinlan's ID3 Algorithm Quinlan's ID3 Algorithm subset classification decision tree attribute discovered examples children decision theory caption complete rainy training examples positive people negative current split pretty trees (data structures)child node iaml sunny illustration effects structure independently decision trees root node algorithm overcast recurse values From Nigel Goddard on September 21st, 2016 0 likes 1,950 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 1,917 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 1,970 plays 0 Licence Type Creative Commons - Attribution
05:32 Bayesian Classification Bayesian Classification	Bayesian Classification Bayesian Classification probability predict problematic computer mathematical terminology classification interesting percent predictions class assuming scientific method email classify function iaml digit predicting stick ontology small number classifiers compute classified probabilistic times values representation quantity pixel effects From Nigel Goddard on September 17th, 2016 1 likes 2,420 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 1,886 plays 0 Licence Type Creative Commons - Attribution
03:51 Class Model and the Prior Class Model and the Prior	Class Model and the Prior Class Model and the Prior u.k.inference classification throwing philosophical terminology plausible distant constant reasoning medical terminology probability prior symptoms strange ebola scientific method iaml patient flipside denominator reason effects captionasr affect class temperature compute observation maximum thing expression classifier From Nigel Goddard on September 17th, 2016 1 likes 2,111 plays 0 Licence Type Creative Commons - Attribution
03:42 Role of Denominator in Naive Bayes Role of Denominator in Naive Bayes	Role of Denominator in Naive Bayes Role of Denominator in Naive Bayes probability point communication examples caption complete normalize classification things question symptoms instance isolates scientific method iaml digit normalizer patient separate problem difficulty posterior effects small number class distance observation suppose bunch representation model From Nigel Goddard on September 17th, 2016 1 likes 2,236 plays 0 Licence Type Creative Commons - Attribution
03:45 Overview and Setting the Scene Overview and Setting the Scene	Overview and Setting the Scene Overview and Setting the Scene projection classification point attribute image negative election perceptron event recognition caption complete computer graphics ideas machine approach iaml linear combination familiar transpose standard training instances effects separation class distance remember linear algebra length logistic support vector machines From Nigel Goddard on September 8th, 2016 1 likes 2,094 plays 0 Licence Type Creative Commons - Attribution
09:04 Learning the Parameters Learning the Parameters	Learning the Parameters Learning the Parameters classification point regression analysis philosophical terminology product individual respect caption complete differential calculus probability gradient computing question experiment iaml log likelihood power statistical terminology independent understand effects likelihood structure individualism data point numerical method transmission differential solution linear regression political philosophy optimization logistic regression analytical output From Nigel Goddard on September 8th, 2016 0 likes 2,123 plays 0 Licence Type Creative Commons - Attribution
04:54 Two-Class Linear Classifier Two-Class Linear Classifier	Two-Class Linear Classifier Two-Class Linear Classifier promises probability point learning caption complete lessons discriminate classification parameters decision boundary logistic regression instance iso basic latin letters previous function iaml linear extend normal effects decide russian probabilistic class statistical classification remember classified correspond greater logistic problem classifier From Nigel Goddard on September 8th, 2016 0 likes 2,226 plays 0 Licence Type Creative Commons - Attribution

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