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compute_optics_graph — scikit-learn 1.8.0...
2 ], [ 2 , 5 ], [ 3 , 6 ], ... [ 8...samples (rounded to be at least 2). max_eps float, default=np.inf...scikit-learn.org/stable/modules/generated/sklearn.cluster.compute_optics_graph.html -
7.4. Imputation of missing values — sciki...
2. Univariate feature imputation...>>> imp . fit ([[ 1 , 2 ], [ np . nan , 3 ], [ 7 , 6 ]])...scikit-learn.org/stable/modules/impute.html -
1.6. Nearest Neighbors — scikit-learn 1.8...
[ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2 , 1 ], [ 3...- 1 ], [ - 2 , - 1 ], [ - 3 , - 2 ], [ 1 , 1 ], [ 2 , 1 ], [ 3...scikit-learn.org/stable/modules/neighbors.html -
Single estimator versus bagging: bias-variance ...
- ( x ** 2 )) + 1.5 * np . exp ( - (( x - 2 ) ** 2 )) def generate...{0} : {1:.4f} (error) = {2:.4f} (bias^2) " " + {3:.4f}...scikit-learn.org/stable/auto_examples/ensemble/plot_bias_variance.html -
rand_score — scikit-learn 1.8.0 documenta...
of Classification 2, 193–218 (1985). . [ 2 ] Wikipedia: Simple...predicted and true clusterings [1] [2] . The raw RI score [3] is: RI...scikit-learn.org/stable/modules/generated/sklearn.metrics.rand_score.html -
Reciprocal rank fusion | Reference
_id: 2 = 1.0/(1+3) + 1.0/(1+2) = 0.5833 _id: 3 = 1.0/(1+2) + 1.0/(1+1)...from=2, size=2 would return documents [ 2 , 3 ] with ranks [3, 4]...www.elastic.co/docs/reference/elasticsearch/rest-apis/reciprocal-rank-fusion -
Comparison of kernel ridge and Gaussian process...
period of this sine is thus \(2 \pi\) . We will reuse this information..."True signal" , linewidth = 2 ) plt . scatter ( training_data...scikit-learn.org/stable/auto_examples/gaussian_process/plot_compare_gpr_krr.html -
smacof — scikit-learn 1.8.0 documentation
2 ], [ 1 , 0 , 3 ], [ 2 , 3 , 0 ]]) >>>...metric = True , n_components = 2 , init = None , n_init = 'warn'...scikit-learn.org/stable/modules/generated/sklearn.manifold.smacof.html -
top_k_accuracy_score — scikit-learn 1.8.0...
2 , 0.2 ], # 0 is in top 2 ... [ 0.3 , 0.4 , 0.2 ], # 1...is in top 2 ... [ 0.2 , 0.4 , 0.3 ], # 2 is in top 2 ... [ 0.7...scikit-learn.org/stable/modules/generated/sklearn.metrics.top_k_accuracy_score.html -
Comparing different hierarchical linkage method...
xlim ( - 2.5 , 2.5 ) plt . ylim ( - 2.5 , 2.5 ) plt . xticks...t; : 2 }), ( noisy_moons , { "n_clusters" : 2 }), (...scikit-learn.org/stable/auto_examples/cluster/plot_linkage_comparison.html