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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 32 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English
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
04:53 Sampling Sampling	Sampling Sampling - Week 4 homogeneous computer data predictive analytics micromasters presence trend random sampling sample top-level domains techniques dimensionality positive point emphasize ensure caption complete approach hiv furthest selecting hiv positive effects dataset distance training scientific method observation data set length algorithms limited number replacement From Calum Macphail on April 5th, 2019 0 likes 30 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English
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 50 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English
06:01 Confusion Matrix Metrics Confusion Matrix Metrics	Confusion Matrix Metrics Confusion Matrix Metrics - Week 1 relevant predictive analytics micromasters biostatistics sensitivity measure prediction information retrieval false alarm rate instances confusion matrix specificity caption complete positive rate calculate positive proportion negative information science summary statistics for contingency tables performance scientific method evaluation observations customers marketing precision true positive effects interpret false positive algorithm performing sensitive false negative accuracy From Calum Macphail on March 19th, 2019 0 likes 47 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English
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 40 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English
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 55 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 100 plays 0 Publisher Barrie Barreto TEEU Licence Type All rights reserved The University of Edinburgh Date Created March 27th, 2018
10:07 4.2 FINAL 4.2 FINAL	4.2 FINAL 4.2 FINAL health policy economic sectors commerce production and manufacturing retailing distributor business terms dystopian novels government virtue marketing economics terminology concepts in physics replacement generally accepted accounting principles product mass scientific method objectives management philosophical terminology international trade establish political philosophy country household public economics logistics sociological terminology effects segment caption complete private computing terminology authority evaluation methods consumer theory distribution nigerians manufacturer population retailers cultural conventions member states of the united nations and wholesaling international human behavior i.t.n.industry institutes personal life mm4h 4.2 health regulatory microeconomics computer programming countries of the indian ocean market markets (customer bases)consumer behaviour public health public production market structure and pricing classical mechanics demography interpersonal relationships g20 nations preference evaluation business law supply chain management communication mechanics situation From Marcello Crolla on February 7th, 2018 0 likes 9 plays 0 Licence Type All rights reserved
04:54 3.3a - Post-combustion capture with solvents Part… 3.3a - Post-combustion capture with solvents Part 1	3.3a - Post-combustion capture with solvents Part 1 Mitigating Climate Change - Carbon Capture Storage solvent technology experiment atmosphere balance coolants carbon capture and storage fluid dynamics ability solvents exhaust chemical reactions and air conditioning effects combustion heating pressure oxygen separate carbon dioxide geography terminology dioxide concepts in physics thermodynamics specific mass climate change air pollution electricity chemical engineering beverages nonmetals industry engines dielectrics chemical capture molecules scientific method underwater diving physics generate gases chemical processes chemistry ventilating pollution principle increase global warming inorganic solvents nitrogen percent fuels caption complete reaction station heat transfer fire carbon openmediabank mooc cc-by From Jonathan Jack on January 23rd, 2018 0 likes 40 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 From Nigel Goddard on October 1st, 2017 2 likes 1,887 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 From Nigel Goddard on October 1st, 2017 1 likes 2,132 plays 0 Licence Type Creative Commons - Attribution
25:23 Critical Thinking in Global Challenges - Climate… Critical Thinking in Global Challenges - Climate Change Science - Part 1	Critical Thinking in Global Challenges - Climate Change Science - Part 1 This project was created by the School of Biomedical Sciences at the University of Edinburgh. economic problems opinions volcanic eruption lower wavelength queen victoria climate science climate change oer global concepts in physics argument and worship services legal procedure causal relationship statements evolutionary biology openmediabank debate caption complete mooc length direct evidence critical thinking carbon dioxide levels causing global warming wind direction political implications causing climate change carbon dioxide angry bull human beings harm human nuclear power station planetary science solar activity observational astronomy christian liturgy rites counter claim global warming kilometer square great big effects counter argument greenhouse gas physical quantities geography terminology scientific method climate history fact number energy escaping light greenhouse gases bit silly alternative theory skills standout year wind legal terms critical thinking in global challenges skepticism climate forcing agents computer model From Lucy Kendra on August 3rd, 2017 0 likes 42 plays Publisher University of Edinburgh Licence Type Creative Commons - Attribution Non Commercial No Derivatives Language English Date Created October 13th, 2014
58:55 Prof. Lucia Trimbur: What are the Politics of… Prof. Lucia Trimbur: What are the Politics of Sports Protests in Trump America? - Wed 26th July 2017	Prof. Lucia Trimbur: What are the Politics of Sports Protests in Trump America? - Wed 26th July 2017 Edinburgh Social and Political Sports Research Forum in partnership with Academy of Sport and Moray House School of Education present and open seminar by Prof. Lucia Trimbur of the City University… international relations u.s. army all-american football players african-american players of american football speaker 1 public opinion fully support national anthem death lived experience gender equality hockey american players of american football lucia trimbur transformative hopes feminism equitable support prejudices 1st amendment effects audience member 5 audience member 4 audience member 1 audience member 3 audience member 2 american football team politics and race paul robeson olympic sports living wage crimes death threats society equal rights public sphere social movements highly visible sociology dissertation topic sporting spaces good point usa hockey sports protests civil disobedience u.s.free speech american singers anti-racist struggle media interviews moray house school of education and sport lives matter social change hard work write things audience member hatred hockey team activism by method negotiation farm workers free agent labor relations in california n.f.l.social media usa caper nick discrimination sociological terminology team sports ice hockey sociology index seattle seahawks players academy of sport medicinal plants locker room soccer team hash tag white house trump caper neck all-american college football players politics online space political theories caption complete revolutions employment compensation high school work action professional sports guardian carried patriots fan n.b.a.larger political mass media media attention coaching staff From Ileana Iacobescu on August 2nd, 2017 0 likes 96 plays 0 Publisher Barrie Barreto TEEU Licence Type All rights reserved The University of Edinburgh Language english Date Created August 2nd, 2017
12:21 Statistics - Gravitational Waves Statistics - Gravitational Waves	Statistics - Gravitational Waves This project was created by the School of Mathematics, University of Edinburgh. laser beam forecasting interpretation research methods probability mirrors communication solar system concepts in physics statistics: unlocking the world of data coincidence speaker 2 single detector speaker 1 normal distribution 1000000000 chance openmediabank caption complete mooc statistics wave passes data theory of relativity charts research instrument assumption gravitational waves 1st detection detector scientific method hypothesis testing milliseconds measuring aggression wave free science software significance level $50000000.00 oer 200000 years effects meta-analysis waves alternative hypothesis null hypothesis gravitational wave detection light violence 1st event analysis graphs superstitions fluctuations distribution From Lucy Kendra on July 24th, 2017 0 likes 19 plays Publisher University of Edinburgh Licence Type Creative Commons - Attribution Language English Date Created November 18th, 2016
02:46 Medical Informatics - introduction Medical Informatics - introduction	Medical Informatics - introduction Medical Informatics introductory video presented by Dr. Areti Manataki, Senior Researcher in the School of Informatics computer data methods communication data science principles discussions research methods discipline delivered statistics perspectives internet forum terminology introduction data research information science health biomedical uoe online medicine scientific method topics lectures caption complete human behavior interpreting manipulation informatics opportunity health sciences educational psychology science university experience medical informatics practical databases representation care.medical effects From Andrew Pryde on November 14th, 2016 1 likes 735 plays 0 Course Code MCLM11028 Publisher LTWs-Media Licence Type Creative Commons - Attribution No Derivatives Language English Date Created November 14th, 2016

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