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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
04:48 Training, Validation and Test Sets Training, Validation and Test Sets	Training, Validation and Test Sets Training, Validation and Test Sets - Week 4 predictive analytics micromasters process scale modeling statistical data types measurement select caption complete thought statistics test set create percent performance parameter model building tests multiple data points evaluate statistical terminology typical ratio representative aggregate highest missing values training set evaluation validation set machine learning data set points characteristic model accuracy procedure effects From Calum Macphail on April 11th, 2019 0 likes 52 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English
01:01:45 Prof. Agustin Fuentes - Who are we_ Belief,… Prof. Agustin Fuentes - Who are we_ Belief, evolution, and our place in the world	Prof. Agustin Fuentes - Who are we_ Belief, evolution, and our place in the world Prof. Agustin Fuentes - Who are we_ Belief, evolution, and our place in the world d.n.a.speaker 2 speaker 1 human evolution evolutionary biology human behavior phylogenetics scientific analysis fig tree kinship and descent 2000000 years social system scottish thinkers population genetics genus homo lithics effects primates human capacity cognition gifford lectures fossil record research methods earliest hominids philosophical terminology direct ancestor living things human experience social sciences sociology genetics brain size california berkeley stone tool great time complex social lives philosophy of religion belief systems early hominids anthropology academic staff 6000000 year william robertson eating behaviors cercopithecine monkeys religion and science ethology archaeological artefact types audience member u.k.family creativity large cat tools landscape statistics neurobiology grasping hands macaque monkeys notre dame good deal sociological terminology d.n.a. sequence term belief sociology index people movement hominin fossils 3000000 years common ancestor psychotherapy gifford lecture genealogy early cluster recent single origin hypothesis behavior specific lineage minute details large predators personal life genetic genealogy education terminology caption complete contemporary society social landscape social philosophy social psychology 1st evidence faith practices deep roots evolutionary processes daily lives psychology educational psychology 4000000 years analysis speeding cars academic administration coming lectures evaluation methods human story archaeology From Lesley Middlemass on April 9th, 2019 0 likes 11 plays 0 Licence Type All rights reserved The University of Edinburgh
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
01:38 Edinburgh Imaging Academy Edinburgh Imaging Academy	Edinburgh Imaging Academy Offering P/T Masters in Neuroimaging for Research and Masters in Imaging via online distance learning. We also offer online short courses in imaging, image analysis, statistics and IOFB reporting… medical image analysis imaging academy radiologists people edinburgh imaging number expertise caption complete statistics knowledge expert academic pet-mr applications access academia pretties teaching biomechanics study online edinburgh techniques edinburgh imaging academy understanding applications online learning imaging background opportunity architectural design andrew farrall programs neuroimaging for research courses materials common study effects From Chloe Martin on February 4th, 2019 0 likes 269 plays 0 Publisher Edinburgh Imaging Licence Type All rights reserved The University of Edinburgh Language English Date Created February 4th, 2019
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
37:03 Professor Lindsay Paterson \| Scottish Education… Professor Lindsay Paterson \| Scottish Education Policy : why statistics matter \| QandA	Professor Lindsay Paterson \| Scottish Education Policy : why statistics matter \| QandA 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… education statistics From Ileana Iacobescu on March 27th, 2018 0 likes 39 plays 0 Publisher Barrie Barreto TEEU Licence Type All rights reserved The University of Edinburgh Date Created March 27th, 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
53:42 Hypothesis Testing and Correlation Hypothesis Testing and Correlation	Hypothesis Testing and Correlation Informatics 1: Data & Analysis 2014/15 Lecture 18: Hypothesis Testing and Correlation This lecture looks at multidimensional datasets and the idea of correlation: where values from two sets of… statistics unstructured data inf1-da informatics From Ian Stark on March 24th, 2018 0 likes 58 plays 0 Course Code INFR08015 Licence Type All rights reserved The University of Edinburgh Language English Date Created March 20th, 2015
47:43 Data Scales and Summary Statistics Data Scales and Summary Statistics	Data Scales and Summary Statistics Informatics 1: Data & Analysis 2013/14 Lecture 17: Data Scales and Summary Statistics This lecture gives a general overview of statistics and their role in analysing quantities of data. Most of… statistics unstructured data inf1-da informatics From Ian Stark on March 19th, 2018 0 likes 91 plays 0 Course Code INFR08015 Licence Type All rights reserved The University of Edinburgh Language English Date Created March 18th, 2014
03:51 MSc in Operational Research and… MSc in Operational Research and Statistics-according to our students	MSc in Operational Research and Statistics-according to our students Hear from MSc students about their experience studying Operational Research and Statistics at the University of Edinburgh. mathematics maths students maths school of maths or statistics From Davey Fitch on January 26th, 2018 0 likes 1,048 plays 0 Licence Type All rights reserved The University of Edinburgh Language English Date Created January 26th, 2018
03:23 Statistics MSc Graduates 2017 Statistics MSc Graduates 2017	Statistics MSc Graduates 2017 Statistical MSc graduates reflect on their experiences of studying and living in Edinburgh - and what the future holds after graduation. statistics statistical modelling maths school of mathematics mathematics msc From Davey Fitch on January 8th, 2018 0 likes 2,820 plays 0 Licence Type All rights reserved The University of Edinburgh Language English Date Created January 5th, 2018
00:16 Page from "The Commercial and Political… Page from "The Commercial and Political Atlas" by William Playfair (1786)	Page from "The Commercial and Political Atlas" by William Playfair (1786) Detail of page from "The Commercial and Political Atlas" by William Playfair (1786). "As knowledge increases amongst mankind, and transactions multiply, it becomes more and more… mooc oer openmediabank snippet objects book statistics william playfair 1801 From Tim Askew on August 21st, 2017 0 likes 37 plays Publisher University of Edinburgh Licence Type Creative Commons - Attribution Language English Date Created August 4th, 2016
00:14 Title page of "The Statistical… Title page of "The Statistical Breviary" by William Playfair (1801)	Title page of "The Statistical Breviary" by William Playfair (1801) Title page of "The Statistical Breviary" by William Playfair (1801). Snippet from footage by the MOOC Production Team, University of Edinburgh. mooc oer openmediabank snippet objects book statistics william playfair 1801 statistical breviary From Tim Askew on August 18th, 2017 0 likes 27 plays Publisher University of Edinburgh Licence Type Creative Commons - Attribution Language English Date Created August 4th, 2016
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 53 plays 0 Publisher Andy Todd Licence Type Creative Commons - Attribution Share A Like

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