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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
01:15:43 Andrew Carnegie Lecture Series Fergus Linehan Andrew Carnegie Lecture Series Fergus Linehan	Andrew Carnegie Lecture Series Fergus Linehan Andrew Carnegie Lecture Series Fergus Linehan star system artistic decision u.k.intellectual guiding force royal opera house casual word arts today festival director theatrical professions opera house community speaker 2 speaker 1 young people andrew carnegie wonderful lecture statements cultural policy international relations caption complete long time social media powerful people compassionate animal low art paris opera truth arts editor paris opera ballet real problem oral communication social classes entertainment roman empire short piece decision theory stars flip side public space public funding concert hall audience member intelligent creative french flag verifiable facts founding principles popular music mass media theatre soft power daniel kitson venezuelan government big issue international festival construction carnegie effects foreign policy power structures catholic church stage management artistic director cultural infrastructure incredibly strong festival program paris culture income stream power lie educational psychology big question ruling class space arts institutions theatrical management stagecraft academia irish times real estate western europe sociology of culture popular culture From Lesley Middlemass on April 9th, 2019 0 likes 14 plays 0 Licence Type All rights reserved The University of Edinburgh
03:43 Mathematics for Joint Degrees - Teaching - Grace… Mathematics for Joint Degrees - Teaching - Grace Sansom	Mathematics for Joint Degrees - Teaching - Grace Sansom Grace Sansom discusses the course structure and teaching in the School of Mathematics as part of a joint degree. March 2019. people philosophical terminology textbook happen education institutes caption complete knowledge discussion support question 1st year content mathematics workshop online teaching lecturer material problems understanding understand module student lecture class school cognition assignments cheater explain effects From Colin McLean on March 28th, 2019 0 likes 40 plays 0 Publisher College of Arts, Humanities and Social Sciences Licence Type All rights reserved The University of Edinburgh Language English Date Created March 21st, 2019
01:57 Adult Returners - Returning To Study - Neil Speirs Adult Returners - Returning To Study - Neil Speirs	Adult Returners - Returning To Study - Neil Speirs Dr Neil Speirs discusses the challenges and rewards of returning to study for adult returners. classrooms competitive universes education decisions caption complete congratulate productive adult returners mature student environment great achievement offer collection moment experiences effects nationalities 1st thing class celebrate individualism congratulations population universe study backgrounds political philosophy individuals suppose university latest From Colin McLean on March 28th, 2019 0 likes 25 plays 0 Publisher College of Arts, Humanities and Social Sciences Licence Type All rights reserved The University of Edinburgh Language English Date Created March 21st, 2019
04:14 Confusion Matrix Confusion Matrix	Confusion Matrix Confusion Matrix - Week 1 aggregate predictive analytics micromasters predict product dataset middle confusion matrix caption complete evaluation correct predicted false positives viewpoint marketing prediction metrics effects predicted correctly summarize outcomes valuation class interpret customer algorithm occasions times actual product negatives From Calum Macphail on March 19th, 2019 0 likes 27 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English
01:07:01 Professor Rowena Arshad OBE Inaugural Lecture -… Professor Rowena Arshad OBE Inaugural Lecture - Scotland: The challenge of realising inclusive education when it comes to 'race'	Professor Rowena Arshad OBE Inaugural Lecture - Scotland: The challenge of realising inclusive education when it comes to 'race' Scotland: The challenge of realising inclusive education when it comes to 'race' Professor Rowena Arshad OBEChair in Multicultural and Anti-Racist Education and Head of The Moray House… minority ethnic key tenet racial issues speaker 2 speaker 3 speaker 1 speaker 6 speaker 7 speaker 4 speaker 5 speaker 8 speaker 9 long time justice european union gender equality key message teaching race relations officer social inequality effects semiotics audience member 5 audience member 4 audience member 7 audience member 6 audience member 1 audience member 3 audience member 2 june 28th white people politics and race mental structures race socially constructed hip hop inclusive education political level textile industry sociology race equality good question white educators scottish education kimberly crenshaw egalitarianism class teachers white man young man white teachers minority ethnic teachers building materials strong indicator racial inequality racial group members of the order of the british empire c.r.t.critical race theory focus group labor human race discrimination teaching profession racism initial teacher education things happen scottish government postmodernism anti-racism 1st time african-american culture challenge racism general teaching council inaugural lecture teacher education minority ethnic background interest convergence ethnic teachers black minority ethnic disability rights young people good friend education general public ethnic groups caption complete defunct political parties in canada scotland civil rights law professor politics of scotland head of school social justice schoolteachers mass media asylum seekers From Ileana Iacobescu on September 22nd, 2018 0 likes 93 plays 0 Licence Type All rights reserved The University of Edinburgh
51:47 Learning Technology Showcase March 2018, Part 2 Learning Technology Showcase March 2018, Part 2	Learning Technology Showcase March 2018, Part 2 Lecture Technology Showcase (run by the Learning Teaching and Web division of Information Services, University of Edinburgh) of 29th March 2018 on the subject of lecture recording. Part 2. Speakers:… concepts in physics teaching transcription cognitive science photography formal sciences video ontology learning technology psychology grammar students value experiments pragmatics pdf question fashion accessories internet search engines recording media hopper evaluation methods conferences perspective transcription (linguistics)lecturer fourier analysis computational linguistics hopper create transition computer graphics student computing input devices academic search summary business terms didactics business intelligence statistics video hardware research cameras information services thing universe fourier transform labour law partial differential equations functions and mappings writing academic administration lecture creativity research methods graphic design institutes minute internet advertising cybernetics scientific method multilingual websites syntactic entities education terminology telecommunication theory genetics learning year class display technology information retrieval lecture recording packaging materials educational stages university logic phonetics marketing hand side effects lecture capture media philosophical terminology online learning functionality replay film and video technology pedagogy signal processing companies listed on nasdaq data semantics systems theory systems science quality visualizer educational technology symbols elementary mathematics information educational psychology communication media hopper replay american websites From Brendan Hill on April 20th, 2018 0 likes 53 plays 0 Publisher Brendan Hill Licence Type All rights reserved The University of Edinburgh Language English Date Created April 20th, 2018
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
03:50 Educated Pass Educated Pass	Educated Pass The University has pioneered the Educated Pass project which helps teenage boys think about how the school curriculum is relevant to them, and how pursuing their studies could help them achieve a… widening participation people speaker 2 player speaker 1 speaker 6 speaker 7 speaker 4 speaker 5 institutes education decisions children tendency caption complete confidence sport develop positive opportunities educated pass majority speaker 8 percentage fruit bowl nutrition curriculum football effects background class achievement professionals school speaker 3 university experience males playing From camvid camvid on February 2nd, 2018 0 likes 445 plays 0 Licence Type All rights reserved The University of Edinburgh
01:57 Using Lecture Recording in Teaching Using Lecture Recording in Teaching	Using Lecture Recording in Teaching A video featuring Dr Steve Loughnan discussing what effect lecture recording has had on his teaching. opinions branch-out loughnan trade discussions technology psychology recorded vicinity attraction steve loughnan uoe department teaching lecture capture difficult lecturer karoline straightforward students ppls karoline nanfeldt effects lecture drop-off class classroom improved educational psychology hesitant eyeball maximum experience breakdown logistic lecture recording From Karoline Nanfeldt on August 24th, 2017 0 likes 130 plays 0 Licence Type Creative Commons - Attribution Share A Like
03:39 An Instructor's guide to Media Hopper… An Instructor's guide to Media Hopper Replay: Viewing course and student analytics	An Instructor's guide to Media Hopper Replay: Viewing course and student analytics This short video tutorial shows you how to view analytics for your course within Media Hopper Replay, such as views, questions asked, notes taken and student engagement. You can view Media Hopper… mhr media hopper replay andy todd learning analytics: process and theory analytics how to guide technology and innovation lecture recording lecture lecture capture instructor stats statistics students video views courses course class echo360 echo 360 From Andrew Todd on August 5th, 2017 0 likes 50 plays 0 Publisher Andy Todd Licence Type Creative Commons - Attribution Share A Like
02:12 Edinburgh: World Class Edinburgh: World Class	Edinburgh: World Class Edinburgh is without doubt one of the most beautiful cities in the world. It is Scotland’s historic and cosmopolitan capital and home to nearly half a million people, including more than 35,000… world class china drawn to edinburgh From camvid camvid on May 8th, 2017 0 likes 46 plays 0 Publisher Communications & Marketing Licence Type All rights reserved The University of Edinburgh Date Created August 31st, 2015
04:40 Sport & Exercise Pleasance Video Tour Sport & Exercise Pleasance Video Tour	Sport & Exercise Pleasance Video Tour A video tour of the Pleasance. Narrated by Jim Aitken MBE Director of Sport at the University of Edinburgh. The video provides a fly through of the world class facilities here at Sport &… small additional charge dedicated space indoor sex body workout female home education free weights caption complete machine arts sport perfect place tour member medicine exercise pleasance reception sports venues offer workout studio effects student unique class sport & exercise training university physical exercise weights social groups circuit athletes edinburgh rooms From Steven Guthrie on May 5th, 2017 2 likes 15,843 plays 0 Publisher Steven Guthrie Licence Type All rights reserved The University of Edinburgh Language English Date Created May 5th, 2017
45:14 South Africa's Political Crisis: Unfinished… South Africa's Political Crisis: Unfinished Liberation and Fractured Class Struggle - Alexander Beresford	South Africa's Political Crisis: Unfinished Liberation and Fractured Class Struggle - Alexander Beresford 14 Oct 2015 - South Africa's Political Crisis: Unfinished Liberation and Fractured Class Struggle Alexander Beresford (University of Leeds) school of social and political science centre of african studies africa south africa class struggle From Jamie Smith on April 10th, 2017 0 likes 17 plays 0 Publisher School of Social and Political Science Licence Type All rights reserved The University of Edinburgh Language English Date Created November 14th, 2015
00:47 Economic Democracy Block4b v3: Keynes'… Economic Democracy Block4b v3: Keynes' Proposal in "How to Pay for the War" (1940)	Economic Democracy Block4b v3: Keynes' Proposal in "How to Pay for the War" (1940) Welcome to Economic Democracy: The Cooperative Alternative, our MOOC about worker-owned and worker-controlled firms. We often hear that political democracy is the best available form of… control proposed reduce wartime production wider economic democracy investment caption complete maynard mooc 1940 wealth working current proposal dramatically keynes book effects accumulate class behalf consumption implications accumulation savings published implication original patents From Nuria Fraile Diaz on November 9th, 2016 0 likes 11 plays 0 Licence Type All rights reserved The University of Edinburgh

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