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17:00 IDS - Week 04 - 06 - AE: Hotels + data types IDS - Week 04 - 06 - AE: Hotels + data types	IDS - Week 04 - 06 - AE: Hotels + data types Application exercise walkthrough: Hotels + data types rstats data science character dollar function axis month label package months factor integer bit labels scales dataframe vector plot variable levels arrival visualization From Mine Cetinkaya-Rundel on October 14th, 2020 0 likes 11 plays 0 Course Code MATH08077 Licence Type Creative Commons - Attribution Non Commercial Share A Like
30:57 IDS - Week 03 - 07 - AE: Hotels + Data wrangling IDS - Week 03 - 07 - AE: Hotels + Data wrangling	IDS - Week 03 - 07 - AE: Hotels + Data wrangling Working through AE 04: Hotels + Data wrangling data science rstats bookings document adults exercise children adr chunk output function room babies error things variables resort baby arrival result child label From Mine Cetinkaya-Rundel on October 8th, 2020 0 likes 15 plays 0 Course Code MATH08077 Licence Type Creative Commons - Attribution Non Commercial Share A Like
04:08 Methods for Analysing Clinical Text Methods for Analysing Clinical Text	Methods for Analysing Clinical Text Methods for Analysing Clinical Text hds language processing machine sequence learning model vector techniques methods patient markov treatment medicine precision sense speech sequences labels label text From Dimitrios Doudesis on June 8th, 2020 0 likes 69 plays 0 Course Code GLHE11086 Licence Type Creative Commons - Attribution
01:29 Economic Democracy Block3 v4 Economic Democracy Block3 v4	Economic Democracy Block3 v4 Welcome to Economic Democracy: The Cooperative Alternative, our MOOC about worker-owned and worker-controlled firms. We often hear that political democracy is the best available form of… survey secondly exercise economy general course including carry firstly economic democracy labour-managed provided mooc union workers label start noting capital import firms caption complete worth centrally firm couple exercised labour-managed. effects ownership socialist points firstlt soviet From Nuria Fraile Diaz on November 9th, 2016 0 likes 6 plays 0 Licence Type All rights reserved The University of Edinburgh Language english
02:47 Neural Networks Neural Networks	Neural Networks Neural Networks iaml units input weights weight output vector class thing features label unit things inputs reason training probability end neurons layer neuron From Nigel Goddard on September 25th, 2016 1 likes 1,016 plays 0 Licence Type Creative Commons - Attribution
09:11 K-means for image representation K-means for image representation	K-means for image representation K-means for image representation iaml k-means patches image patch vector feature labels vectors lots representation cluster grass images color attribute bunch label histogram problem representations occurrences From Nigel Goddard on September 25th, 2016 1 likes 1,264 plays 0 Licence Type Creative Commons - Attribution
03:29 Number of nearest neighbors to use Number of nearest neighbors to use	Number of nearest neighbors to use Number of nearest neighbors to use iaml nearest neighbours validation training class dataset values performance knn label middle classifier boundaries decision classifications algorithm procedure examples moment error setting equals From Nigel Goddard on September 21st, 2016 1 likes 1,404 plays 0 Licence Type Creative Commons - Attribution No Derivatives
01:54 Nearest-neighbor classification algorithm Nearest-neighbor classification algorithm	Nearest-neighbor classification algorithm Nearest-neighbor classification algorithm iaml nearest neighbours training algorithm phase point label examples testing labels neighbors x. class points distances votes vote classes mold exec instances i. From Nigel Goddard on September 21st, 2016 1 likes 1,335 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 error training generalization sum attribute step range tomorrow spam From Nigel Goddard on September 21st, 2016 0 likes 2,536 plays 0 Licence Type Creative Commons - Attribution
04:06 Bayes' Rule Bayes' Rule	Bayes' Rule Bayes' Rule iaml maths probability distribution point x. rule kind posterior label things denominator sum variable times sort minute distributions points concept learning machine From Nigel Goddard on September 8th, 2016 1 likes 1,621 plays 0 Licence Type Creative Commons - Attribution

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