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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 54 plays 0 Course Code PA1.2x Evaluation of Predictive Modelling Licence Type Creative Commons - Attribution Share A Like Language English
08:52 Single-link, complete-link, Ward's method Single-link, complete-link, Ward's method	Single-link, complete-link, Ward's method Single-link, complete-link, Ward's method diameter chain point color yellow cluster individual connect measure caption complete clustering circles single linkage merge length smallest connecting distance metric deviation iaml internet protocols complete closest means merge red hierarchical clustering optical spectrum effects libertarian theory merging blue individualism distance algorithm average pretend iteration euclidean political philosophy euclidean geometry points clusters pairs pair deviations chains linkage centroid radius c2 c1 metric result From Nigel Goddard on September 25th, 2016 1 likes 1,671 plays 0 Licence Type Creative Commons - Attribution
03:03 Agglomerative clustering (bottom-up) Agglomerative clustering (bottom-up)	Agglomerative clustering (bottom-up) Agglomerative clustering (bottom-up) iaml hierarchical clustering clusters distance cluster metric points algorithm iteration elements ci individual collection matrix operations implementation tree cj singleton point clustering idea From Nigel Goddard on September 25th, 2016 0 likes 1,340 plays 0 Licence Type Creative Commons - Attribution
01:22 Mean Absolute Error (MAE) Mean Absolute Error (MAE)	Mean Absolute Error (MAE) Mean Absolute Error (MAE) iaml evaluation error derivatives difference lot deviation care eyes place algorithm s. derivative metric problem outliers middle numbers media average truth versions From Nigel Goddard on September 21st, 2016 0 likes 1,432 plays 0 Licence Type Creative Commons - Attribution
04:00 Mean Squared Error and Outliers Mean Squared Error and Outliers	Mean Squared Error and Outliers Mean Squared Error and Outliers iaml evaluation error regression pattern fit prediction outlier reason metric effect truth problem deviations bath iteration values predictor relative mse weka nein From Nigel Goddard on September 21st, 2016 0 likes 1,542 plays 0 Licence Type Creative Commons - Attribution
04:23 Classification Accuracy and Imbalanced Classes Classification Accuracy and Imbalanced Classes	Classification Accuracy and Imbalanced Classes Classification Accuracy and Imbalanced Classes iaml data classifier accuracy prize nobel positives algorithm metric fact weight side decision guys learning things negatives weights class publications limb task From Nigel Goddard on September 17th, 2016 1 likes 1,456 plays 0 Licence Type Creative Commons - Attribution

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