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Release Highlights for scikit-learn 0.23 —...
2. From 1.2, use # PartialDependenceDis...lam = np . exp ( X [:, 5 ]) / 2 ) X_train , X_test , y_train ,...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_0_23_0.html -
Release Highlights for scikit-learn 1.4 —...
2 Release Highlights for scikit-learn 1.2 Release Highlights..."adult" , version = 2 , return_X_y = True ) # Remove...scikit-learn.org/stable/auto_examples/release_highlights/plot_release_highlights_1_4_0.html -
The Johnson-Lindenstrauss bound for embedding w...
v\|^2 < \|p(u) - p(v)\|^2 < (1 + eps) \|u - v\|^2\] Where...\geq 4 log(n\_samples) / (eps^2 / 2 - eps^3 / 3)\] The first plot...scikit-learn.org/stable/auto_examples/miscellaneous/plot_johnson_lindenstrauss_bound.html -
1.3. Kernel ridge regression — scikit-lea...
Kernel ridge regression (KRR)[M2012] combines Ridge regression and classification(linear least squares with L_2-norm regularization) with the kernel trick. It thus learns a linear function in the s...scikit-learn.org/stable/modules/kernel_ridge.html -
A demo of the Spectral Co-Clustering algorithm ...
This example demonstrates how to generate a dataset and bicluster it using the Spectral Co-Clustering algorithm. The dataset is generated using the make_biclusters function, which creates a matrix ...scikit-learn.org/stable/auto_examples/bicluster/plot_spectral_coclustering.html -
Examples based on real world datasets — s...
Applications to real world problems with some medium sized datasets or interactive user interface. Compressive sensing: tomography reconstruction with L1 prior (Lasso) Faces recognition example usi...scikit-learn.org/stable/auto_examples/applications/index.html -
12.1. Array API support (experimental) — ...
2.2. Meta-estimators # Meta-estimators...device . type 'cuda' 12.1.2. Support for Array API -compatible...scikit-learn.org/stable/modules/array_api.html -
14. External Resources, Videos and Talks —...
2. Videos # The scikit-learn YouTube...scikit-learn.org/stable/presentations.html -
HuberRegressor vs Ridge on dataset with strong ...
2.0 , size = 4 ) X_outliers [: 2 , :] += X . max...y_outliers [: 2 ] += y . min () - y . mean () / 4.0 y_outliers [ 2 :] +=...scikit-learn.org/stable/auto_examples/linear_model/plot_huber_vs_ridge.html -
Elasticsearch for Apache Hadoop version 8.12.2 ...
2 ES-Hadoop 8.12.2 is a version compatibility...for Apache Hadoop version 8.12.2 IMPORTANT : This documentation...www.elastic.co/guide/en/elasticsearch/hadoop/8.19/eshadoop-8.12.2.html