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1.10. Decision Trees — scikit-learn 1.4.2 docum...
dataset \(D\) is defined as follows: \[\mathrm{LL}(D, T) = -\frac{1}{n}...y_i) \in D} \sum_k I(y_i = k) \log(T_k(x_i))\] where \(D\) is a...scikit-learn.org/stable/modules/tree.html -
It's sort of like Minority Report, I guess. | M...
Now I wish they'd put it up while I was there --...Virtual Earth, and others). I'd be happy to answer questions about...www.metafilter.com/74346/Its-sort-of-like-Minority-Report-I-guess -
1.8. Cross decomposition — scikit-learn 1.4.2 d...
\(X \in \mathbb{R}^{n \times d}\) and \(Y \in \mathbb{R}^{n \times...compute \(u_k \in \mathbb{R}^d\) and \(v_k \in \mathbb{R}^t\)...scikit-learn.org/stable/modules/cross_decomposition.html -
sklearn.cluster.HDBSCAN — scikit-learn 1.4.2 do...
D., & Sander, J. Density-based clustering...2 ] Campello, R. J., Moulavi, D., Zimek, A., & Sander, J. Hierarchical...scikit-learn.org/stable/modules/generated/sklearn.cluster.HDBSCAN.html -
CareFREE drumming | MetaFilter
could take up painting fantasy/D&D miniatures again like I did through...could take up painting fantasy/D&D miniatures again like I did through...www.metafilter.com/203447/CareFREE-drumming -
Putting it all together — scikit-learn 1.4.2 do...
"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/tutorial/statistical_inference/putting_together.html -
sklearn.gaussian_process.kernels.RationalQuadra...
x_j) = \left( 1 + \frac{d(x_i, x_j)^2 }{ 2\alpha l^2}\right)^{-\alpha}\]...length scale of the kernel and \(d(\cdot,\cdot)\) is the Euclidean...scikit-learn.org/stable/modules/generated/sklearn.gaussian_process.kernels.RationalQuadratic.html -
sklearn.manifold.Isomap — scikit-learn 1.4.2 do...
frobenius_norm[K(D) - K(D_fit)] / n_samples Where D is the matrix...isomap kernel: K(D) = -0.5 * (I - 1/n_samples) * D^2 * (I - 1/n_samples)...scikit-learn.org/stable/modules/generated/sklearn.manifold.Isomap.html -
sklearn.metrics.pairwise_distances — scikit-lea...
n_samples_Y) A distance matrix D such that D_{i, j} is the distance between...for usage examples. Returns : D ndarray of shape (n_samples_X,...scikit-learn.org/stable/modules/generated/sklearn.metrics.pairwise_distances.html -
4.2. Permutation feature importance — scikit-le...
dataset (training or validation) \(D\) . Compute the reference score...of the model \(m\) on data \(D\) (for instance the accuracy for...scikit-learn.org/stable/modules/permutation_importance.html