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number of
categories
known
MeanShift
VBGMM
MiniBatch
KMeans
KMeans
Spectral
Clustering
GMM
Linear
SVC
SGD
Classifier
Text
Data
KNeighbors
Classifier
Naive
Bayes
SVC
Ensemble
Classifiers
kernel
approximation
SGD
Regressor
ElasticNet
Lasso
few features
should be
important
RidgeRegression
SVR
(kernel='linear')
SVR(kernel='rbf')
EnsembleRegressors
Randomized
PCA
kernel
approximation
LLE
YES
YES
YES
YES
YES
YES
YES
YES
YES
YES
YES
YES
NO
NO
NO
NO
NO
NO
NO
NO
NOT
WORKING
NOT
WORKING
NOT
WORKING
NOT
WORKING
NOT
WORKING
NOT
WORKING
NOT
WORKING
NO
NO
NO
NO
YES
NO
clustering
classification
regression
dimensionality reduction
getmoredata
>50samples
predicting acategory
<100Ksamples
predicting aquantity
justlooking
predictingstructure
<100Ksamples
<10Ksamples
<10Ksamples
<10Ksamples
toughluck
do you havelabeleddata
scikit-learnalgorithm cheat-sheet
IsomapSpectralEmbedding