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26:25 30b 30b	30b Markov Decision Processes: Computing Optimal Policies utility reward rewards action sequence decision equation iteration horizon fact probability outcomes utilities nodes tree pi sequences model transition words From Alexandra Lascarides on July 28th, 2020 0 likes 11 plays 0 Licence Type All rights reserved The University of Edinburgh
03:25 Divisive clustering (top-down) Divisive clustering (top-down)	Divisive clustering (top-down) Divisive clustering (top-down) iaml hierarchical clustering points cluster means iteration clusters singleton algorithm subset groups property clustering factor instances base depth splits iterations half operation complexity From Nigel Goddard on September 25th, 2016 1 likes 1,414 plays 0 Licence Type Creative Commons - Attribution
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
03:32 The k-means algorithm visually The k-means algorithm visually	The k-means algorithm visually The k-means algorithm visually iaml k-means points centroid point centroids iteration color space red algorithm side colorings representations half left distance stage writing yellow colors change From Nigel Goddard on September 25th, 2016 1 likes 1,350 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

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