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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
01:27:50 Prof Elaine Howard Ecklund - Science and Religion… Prof Elaine Howard Ecklund - Science and Religion in Global Public Life	Prof Elaine Howard Ecklund - Science and Religion in Global Public Life Prof Elaine Howard Ecklund - Science and Religion in Global Public Life public life successful scientist faith interface natural sciences social science rice university u.k.religious communities evan jellicoe basic truths real scientists fewer science survey methodology speaker two global science workforce higher order sam harris stephen jay public understanding religious people religious group graduate students harvard university alumni fox news scientific study secular scientists human geography human embryos scientists colleagues effects religious public evan jellicoe christians richard dawkins angelical christian social distribution jellicoe protestant convinced atheists religion relationship political philosophy demography sociology of culture knowledge paradigms human embryonic stem young earth sociological theories climate change philosophical terminology religiously unaffiliated social conditions public policy social sciences religious tradition survey respondents disengagement from religion boundary pioneer scientific work nobel peace prize laureates religious scientist religion social psychologist science community scientific community philosophy of religion approach religion religious behaviour and experience religious atheist scientists substantial minority independence perspective u.s.spiritual atheist national context fellow scientists ecclesiastical titles pioneers scientists u.k. physicist muslim scientists language religion and science positive psychology secularism social change human reproductive genetic religious terminology social scientific close friends boundary pioneers scientists natural science speaker one communication community social scientist atheist scientist reproductive genetic technologies population ecology studying societies spirituality discrimination religious beliefs narrow set social distance information science science resources sociological terminology religious person human life embryology completely separate environmental care religiously based sociology scientific training sociology of religion population science relationship data collection morally wrong core values italy taiwan jellicoe christian scientific issues social conflict hong kong gifford lecture christian theology medical science top university education terminology science classes sociology index design of experiments religion and society ideologies great pleasure social reality conflict paradigm trespassing zone social psychology caption complete communications and marketing conflict report belonging faith community tex editors conflict perspective pioneer scientists scientific workplace scientist told religion interface general population scientists friends social philosophy religious individual faith traditions sociology journals embryonic stem cell mainline protestants theology atheism association of american universities academic administration religious lives academic disciplines From Lesley Middlemass on April 9th, 2019 0 likes 20 plays 0 Licence Type All rights reserved The University of Edinburgh
02:34 Singular Value Decomposition Singular Value Decomposition	Singular Value Decomposition Singular Value Decomposition - Week 3 predictive analytics micromasters weight people relation result mentioned caption complete original matrix matrix explain negative decomposition location factor figure composition columns relationship diagonal applications strength effects captionasr semiotics initial matrix interpret person values representation dimension From Elizabeth Garner-Foy on April 2nd, 2019 0 likes 84 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
02:18 Values: Diverse, Safe, Affordable Values: Diverse, Safe, Affordable	Values: Diverse, Safe, Affordable Students and staff talk about the concept of values 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… sociology of culture principles virtue education oer learning teaching and web services discussion cc by caption complete educational psychology categorize values university behavior development openeducationalresource technology deterministic intellectual opportunity learning disciplines encourage human behavior ltw emotions communicate nft appreciation paperless open educational resources near future teaching learn near future teacher psychological attitude digital education diversity pedagogy learning and teaching aspect people things curiosity advantage effects worldwide cognitive science calibrate terms diverse training group difficult lecturers From Michael Gallagher on March 21st, 2018 0 likes 107 plays 0 Licence Type Creative Commons - Attribution Date Created April 12th, 2018
03:04 Values: More than a Business Values: More than a Business	Values: More than a Business Students and staff talk about the concept of values 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… graduate resources point infrastructure start-up philosophical terminology education ltw digital education cc by caption complete large people conditions near future teacher university responsibility effects transfer expansion facebook nft psychology business oer edinburgh experience infrastructures reservation underpinnings technology open educational resource student political organizations respect commercial learning teaching and web services administrative learning and teaching vaccination marketing near future teaching occasion substitute values money pedagogy students interests educational stages From Michael Gallagher on January 25th, 2018 0 likes 130 plays Licence Type Creative Commons - Attribution
16:39 Feature Transforms and Radial Basis Functions Feature Transforms and Radial Basis Functions	Feature Transforms and Radial Basis Functions Feature Transforms and Radial Basis Functions numerical analysis point regression analysis contribute original dates transform linear relationship linear regression radial basis functions caption complete graphics file formats relationship pseudo inverse situations feature companies listed on the hong kong stock exchange c.p.u.input 2017 architectural design radio basis functions systems engineering iaml linear model data points transforming concepts in physics computing terminology statistical terminology estimation theory elementary shapes optical spectrum effects performance functional analysis regular basis functions manufacturer dimensional problem linear algebra value transformation broadcasting values basis function dimension From Nigel Goddard on October 1st, 2017 2 likes 2,060 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 1,886 plays 0 Licence Type Creative Commons - Attribution
01:44 Near Future Teaching - About the Project Near Future Teaching - About the Project	Near Future Teaching - About the Project The Near Future Teaching project is about working together to co-design the future of digital education at Edinburgh. We are running a series of workshops, talks, think-tanks, interviews and other… respond change approaches elementary geometry accreditation universities and colleges teaching education ltw digital education caption complete edinburgh intelligence near future teacher university higher education assessment learning effects directions nft higher digital futures design events shape project interviews values research methods fundamentally future learning teaching and web services conversation developmental psychology near future teaching analytics pedagogy resilience ontology technology technological educational stages From Michael Gallagher on September 7th, 2017 0 likes 541 plays 0 Licence Type Creative Commons - Attribution Date Created September 7th, 2017
03:13 Information Gain Ratio Information Gain Ratio	Information Gain Ratio Information Gain Ratio attribute concepts in physics dataset entropy measure singletons happen caption complete normalize flaws quantify negative presents split tiny subsets concern fractures iaml effects address ratio general semantics definition decision trees subsets values positive generalize problem feature From Nigel Goddard on September 21st, 2016 0 likes 1,980 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 1,947 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 1,969 plays 0 Licence Type Creative Commons - Attribution
01:27 Generalization in Machine Learning Generalization in Machine Learning	Generalization in Machine Learning Generalization in Machine Learning point predict labels number instances targets interesting decision system regression build algorithms evaluation accuracy iaml training data tomorrow outputs reason train effects percent accuracy predictor matter future values attributes classifier From Nigel Goddard on September 20th, 2016 0 likes 2,038 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 2,371 plays 0 Licence Type Creative Commons - Attribution

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