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Welcome to Midway – Chicago Magazine
Welcome to Midway Photographer Paul D’Amato captures the everyday humanity...Stanley Kay Photography by Paul D’Amato April 26, 2022, 9:38 am...www.chicagomag.com/chicago-magazine/may-2022/welcome-to-midway/ -
6.8. Pairwise metrics, Affinities and Kernels —...
metrics are functions d(a, b) such that d(a, b) < d(a, c) if objects...definiteness 3. d ( a , b ) == d ( b , a ), symmetry 4. d ( a , c )...scikit-learn.org/stable/modules/metrics.html -
Model selection with Probabilistic PCA and Fact...
"best n_components by PCA CV = %d " % n_components_pca ) print (...n_components by FactorAnalysis CV = %d " % n_components_fa ) print (...scikit-learn.org/stable/auto_examples/decomposition/plot_pca_vs_fa_model_selection.html -
sklearn.metrics.d2_pinball_score — scikit-learn...
'uniform_average' ) [source] \(D^2\) regression score function,...the input features, gets a \(D^2\) score of 0.0. Read more in...scikit-learn.org/stable/modules/generated/sklearn.metrics.d2_pinball_score.html -
t-SNE: The effect of various perplexity values ...
perplexity= %d in %.2g sec" % ( perplexity ,...ax . set_title ( "Perplexity= %d " % perplexity ) ax . scatter...scikit-learn.org/stable/auto_examples/manifold/plot_t_sne_perplexity.html -
sklearn.cluster.ward_tree — scikit-learn 1.4.2 ...
new entry \(d(u,v)\) is computed as follows, \[d(u,v) = \sqrt{\frac{|v|+|s|}...\sqrt{\frac{|v|+|s|} {T}d(v,s)^2 + \frac{|v|+|t|} {T}d(v,t)^2 - \frac{|v|}...scikit-learn.org/stable/modules/generated/sklearn.cluster.ward_tree.html -
sklearn.metrics.DistanceMetric — scikit-learn 1...
Symmetry: d(x, y) = d(y, x) Triangle Inequality: d(x, y) + d(y, z)...properties Non-negativity: d(x, y) >= 0 Identity: d(x, y) = 0 if and only...scikit-learn.org/stable/modules/generated/sklearn.metrics.DistanceMetric.html -
FeatureHasher and DictVectorizer Comparison — s...
fit_transform ( token_freqs ( d ) for d in raw_data ) duration = time...transform ( token_freqs ( d ) for d in raw_data ) duration = time...scikit-learn.org/stable/auto_examples/text/plot_hashing_vs_dict_vectorizer.html -
Faces recognition example using eigenfaces and ...
"n_samples: %d " % n_samples ) print ( "n_features: %d " % n_features..."Extracting the top %d eigenfaces from %d faces" % ( n_components...scikit-learn.org/stable/auto_examples/applications/plot_face_recognition.html -
Sparse inverse covariance estimation — scikit-l...
prec ) d = np . sqrt ( np . diag ( cov )) cov /= d cov /= d [:,...[:, np . newaxis ] prec *= d prec *= d [:, np . newaxis ] X = prng...scikit-learn.org/stable/auto_examples/covariance/plot_sparse_cov.html