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03:54 Data manifolds in high-dimensional spaces Data manifolds in high-dimensional spaces	Data manifolds in high-dimensional spaces Data manifolds in high-dimensional spaces iaml pca space digits dimensionality pixels structure text pen digit examples things binary bitmaps point points lots attribute dimensions images rendering stroke From Nigel Goddard 2 likes 2,673 plays 0 Licence Type Creative Commons - Attribution
06:39 Evaluating clustering systems Evaluating clustering systems	Evaluating clustering systems Evaluating clustering systems iaml k-means clustering task cluster clusters classification images algorithm pairs classifier evaluation classes bit groups question centroids variance distance judgments bunch bitmaps From Nigel Goddard 1 likes 2,649 plays 0 Licence Type Creative Commons - Attribution
03:46 Overview of k-means clustering Overview of k-means clustering	Overview of k-means clustering Overview of k-means clustering iaml k-means cluster lots question clusters attributes classes examples instance centroid individuals subpopulation means males machine vector labels bitmaps weight algorithm lecture From Nigel Goddard 1 likes 2,645 plays 0 Licence Type Creative Commons - Attribution
03:59 MNIST digit recognition MNIST digit recognition	MNIST digit recognition MNIST digit recognition iaml nearest neighbours distance image examples training pixel bitmaps algorithm humans accuracy class bitmap digits task neighbor test images testing row digit neighbors From Nigel Goddard 1 likes 2,415 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 0 likes 3,739 plays 0 Licence Type Creative Commons - Attribution
05:21 Independence Assumption in Naive Bayes Independence Assumption in Naive Bayes	Independence Assumption in Naive Bayes Independence Assumption in Naive Bayes $400.00 variables probability iaml attribute philosophical terminology digit bitmap single individual consists caption complete estimating assumption black bunch pixel difficult independent product distribution number reason effects variable class compute independence assumption times probability theory classifier pixels variables bitmaps independence attributes probabilities numbers threes digits From Nigel Goddard 1 likes 3,865 plays 0 Licence Type Creative Commons - Attribution
02:21 Why Blurring Helps Machine Learning Why Blurring Helps Machine Learning	Why Blurring Helps Machine Learning Why Blurring Helps Machine Learning iaml data training test things blur similarity representations digit alright problems thing lot bitmaps overlap grave bit learners idea representation dreams response From Nigel Goddard 1 likes 2,697 plays 0 Licence Type Creative Commons - Attribution

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