Search for tag: "neighbors"

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ML5: K-Nearest Neighbours Classification duration 9 minutes 48 seconds ML5: K-Nearest Neighbours Classification ML5: K-Nearest Neighbours Classification	ML5: K-Nearest Neighbours Classification In this video, we introduce the simplest classifier: the K-Nearest Neighbours classifier. This classifier has no trainable parameters, and classifies test points by finding its closest training… test point training neighbors class points classifier validation classification parameters hyperparameters vector dog george distance spam cat jackson vote step From Elliot Crowley 0 likes 36 plays 0
Supervised Learning duration 10 minutes 48 seconds Supervised Learning Supervised Learning	Supervised Learning Supervised Learning hds tree decision classification training learning networks regression trees layers values neighbors variables output prediction model algorithm examples neuron node york From Matt Sanders 0 likes 775 plays 0 Course Code GLHE11086 Licence Type Creative Commons - Attribution Share A Like
Breaking ties between nearest neighbors duration 2 minutes 31 seconds Breaking ties between nearest neighbors Breaking ties between nearest neighbors	Breaking ties between nearest neighbors Breaking ties between nearest neighbors iaml nearest neighbours values neighbors ties distance distances attribute instance class examples function term reason dataset choices perturb hat concern tree decision bayes From Nigel Goddard 1 likes 2,612 plays 0 Licence Type Creative Commons - Attribution
Computational complexity of finding… duration 3 minutes 20 seconds Computational complexity of finding… Computational complexity of finding nearest-neighbors	Computational complexity of finding nearest-neighbors Computational complexity of finding nearest-neighbors iaml nearest neighbours neighbors instances trees technique algorithm point training testing complexity lists ways m. picture differences similarities kd reminiscent hashing locality thing From Nigel Goddard 1 likes 2,878 plays 0 Licence Type Creative Commons - Attribution
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
Inverted index duration 3 minutes 59 seconds Inverted index Inverted index	Inverted index Inverted index iaml nearest neighbours structure lists technique instances attribute neighbors lots downside root complexity training trees account words attributes instance spots word text examples From Nigel Goddard 1 likes 2,330 plays 0 Licence Type Creative Commons - Attribution
Locality sensitive hashing (LSH) duration 7 minutes 33 seconds Locality sensitive hashing (LSH) Locality sensitive hashing (LSH)	Locality sensitive hashing (LSH) Locality sensitive hashing (LSH) iaml nearest neighbours space region point hyperplanes points regions neighbors testing hyperplane training complexity side bucket times problem instances cost operations trees comparisons From Nigel Goddard 1 likes 2,650 plays 0 Licence Type Creative Commons - Attribution
K-d tree algorithm duration 5 minutes 52 seconds K-d tree algorithm K-d tree algorithm	K-d tree algorithm K-d tree algorithm iaml nearest neighbours points tree median branch point neighbors half attribute side instances dataset middle x1 testing leaf base log space procedure subset From Nigel Goddard 1 likes 2,820 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
Nearest-neighbor regression algorithm duration 1 minute 9 seconds Nearest-neighbor regression algorithm Nearest-neighbor regression algorithm	Nearest-neighbor regression algorithm Nearest-neighbor regression algorithm iaml nearest neighbours labels algorithm point testing numbers training regression classification x. prediction neighbors arithmetic k. class instinct vote instances points distances computes From Nigel Goddard 1 likes 2,500 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
Nearest-neighbor classification algorithm duration 1 minute 54 seconds 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 1 likes 2,575 plays 0 Licence Type Creative Commons - Attribution
How to Control Overfitting duration 2 minutes 51 seconds How to Control Overfitting How to Control Overfitting	How to Control Overfitting How to Control Overfitting iaml evaluation nodes trees decision tree models knobs model neighbors training amount task classifiers parameters things classifier rigidity smoothness machines vector lectures From Nigel Goddard 0 likes 3,447 plays 0 Licence Type Creative Commons - Attribution