Search for tag: "neighbor"

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Sensitivity to outliers duration 1 minute 58 seconds Sensitivity to outliers Sensitivity to outliers	Sensitivity to outliers Sensitivity to outliers iaml nearest neighbours neighbor point change neighbors class classifier blue lot notion training space region boundary decision problems stability bit neighbour vote majority From Nigel Goddard 1 likes 2,513 plays 0 Licence Type Creative Commons - Attribution
Parzen windows, kernels and SVM duration 13 minutes 35 seconds Parzen windows, kernels and SVM Parzen windows, kernels and SVM	Parzen windows, kernels and SVM Parzen windows, kernels and SVM iaml nearest neighbours point testing function neighbors neighborhood radius algorithm neighbor training points instances distance machine vector indicator bit region instance classification lot From Nigel Goddard 2 likes 2,915 plays 0 Licence Type Creative Commons - Attribution
Nearest-neighbor regression example duration 4 minutes 13 seconds Nearest-neighbor regression example Nearest-neighbor regression example	Nearest-neighbor regression example Nearest-neighbor regression example iaml nearest neighbours neighbor prediction algorithm points function examples neighbors training range extrapolation regression lies spot y. input observations values extrapolations lot point From Nigel Goddard 1 likes 2,585 plays 0 Licence Type Creative Commons - Attribution
MNIST digit recognition duration 3 minutes 59 seconds 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 2,526 plays 0 Licence Type Creative Commons - Attribution
Voronoi cells and decision boundary duration 2 minutes 49 seconds Voronoi cells and decision boundary Voronoi cells and decision boundary	Voronoi cells and decision boundary Voronoi cells and decision boundary iaml nearest neighbours class cells decision boundary points training neighbor algorithm voronoi cell point lot region blue classification method marbury machines vector trees From Nigel Goddard 2 likes 2,612 plays 0 Licence Type Creative Commons - Attribution
Intuition for the Nearest-Neighbor Method duration 1 minute 29 seconds Intuition for the Nearest-Neighbor Method Intuition for the Nearest-Neighbor Method	Intuition for the Nearest-Neighbor Method Intuition for the Nearest-Neighbor Method iaml nearest neighbours points proximity box methods neighbor intuition algorithm regression idea examples training red lot hyperplane margin max tree decision axis gain From Nigel Goddard 1 likes 2,612 plays 0 Licence Type Creative Commons - Attribution
Overview duration 23 seconds Overview Overview	Overview Overview iaml nearest neighbours methods complexity issues regression classification instance neighbor From Nigel Goddard 1 likes 2,825 plays 0 Licence Type Creative Commons - Attribution
Leave-one-out cross-validation duration 4 minutes 30 seconds Leave-one-out cross-validation Leave-one-out cross-validation	Leave-one-out cross-validation Leave-one-out cross-validation iaml evaluation class problem classifier error instance training majority rate testing examples b. half attributes classes times dataset alright rule bit neighbor From Nigel Goddard 0 likes 3,257 plays 0 Licence Type Creative Commons - Attribution
Generalization in Machine Learning duration 1 minute 27 seconds 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 4,147 plays 0 Licence Type Creative Commons - Attribution