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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 0 likes 143 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English
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 linear regression vectors row phi models motors dataset problem parameters cpu From Nigel Goddard 1 likes 4,256 plays 0 Licence Type Creative Commons - Attribution
01:05 CARE-MND research project: Caroline McHutchison CARE-MND research project: Caroline McHutchison	CARE-MND research project: Caroline McHutchison Researcher Caroline McHutchison describes the clinical research project for people with MND called 'Neuropsychiatric symptoms in patients with MND and their families'. statements people predict philosophical terminology centre for clinical brain sciences collects mnd caption complete symptoms psychology motor neurone disease thinking question research member euan macdonald centre interested living disorders clinical research anne rowling regenerative neurology clinic patient demography mcintosh psychiatric effects intimation difference population cognitive skills academic administration professor disease experience contact constitutional law behavior From Rebecca Devon 0 likes 73 plays 0 Publisher Rebecca Devon Licence Type All rights reserved The University of Edinburgh Language English
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 error training generalization sum attribute step range tomorrow spam From Nigel Goddard 0 likes 3,739 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 training classifiers neighbor trees level app model From Nigel Goddard 0 likes 3,967 plays 0 Licence Type Creative Commons - Attribution
05:49 Naive Bayes for Spam Detection Naive Bayes for Spam Detection	Naive Bayes for Spam Detection Naive Bayes for Spam Detection probability predict attribute labels number computer happen occur caption complete review presentation email independence iaml separate naive user thought chance contradictory effects classify password word password times thought thing advertising representation classifier spam word class words bayes emails minus things probabilities nonspam lots classifiers training numbers From Nigel Goddard 2 likes 3,697 plays 1 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 spam classes classifier words probabilities bayes x. model classifications y. From Nigel Goddard 1 likes 4,657 plays 0 Licence Type Creative Commons - Attribution
01:19 Least Squares Classification Least Squares Classification	Least Squares Classification Least Squares Classification burst predict produced magenta regression aggression caption complete serum regression analysis points iaml spell linear loose drives reason produce complicated effects sound great outlaw linear regression optimization logistic regression action output problem logistic procedure outputs outliers effect decision squares shows green ascent gradient bit From Nigel Goddard 0 likes 4,192 plays 0 Licence Type Creative Commons - Attribution

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