Intel(R) Extension for Scikit-learn*
2024.6
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Compatibility with Scikit-learn*
Integrate Intel® Extension for Scikit-learn*
Patching
Global Patching
Unpatching
Installation
Install from PyPI
Install from Anaconda* Cloud
Build from Sources
Install Intel*(R) AI Tools
Release Notes
System Requirements
Hardware Requirements
Software Requirements
Memory Requirements
Samples
k-Nearest Neighbors (kNN) for MNIST dataset
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Patch original Scikit-learn with Intel® Extension for Scikit-learn
Train the same algorithm with original Scikit-learn
Logistic Regression for Cifar dataset
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Patch original Scikit-learn with Intel® Extension for Scikit-learn
Train the same algorithm with original Scikit-learn
Support Vector Classification (SVC) for Adult dataset
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Patch original Scikit-learn with Intel® Extension for Scikit-learn
Train the same algorithm with original Scikit-learn
ElasticNet for Airlines DepDelay dataset
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Preprocessing
Patch original Scikit-learn with Intel® Extension for Scikit-learn
Train the same algorithm with original Scikit-learn
Lasso Regression for YearPredictionMSD dataset
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Normalize the data
Patch original Scikit-learn with Intel® Extension for Scikit-learn
Train the same algorithm with original Scikit-learn
Linear Regression for YearPredictionMSD dataset
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Normalize the data
Patch original Scikit-learn with Intel® Extension for Scikit-learn
Train the same algorithm with original Scikit-learn
Nu-Support Vector Regression (NuSVR) for Medical Charges dataset
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Preprocessing
Patch original Scikit-learn with Intel® Extension for Scikit-learn
Train the same algorithm with original Scikit-learn
Random Forest for Yolanda dataset
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Patch original Scikit-learn with Intel® Extension for Scikit-learn
Train the same algorithm with original Scikit-learn
Rigde Regression for Airlines DepDelay dataset
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Preprocessing
Patch original Scikit-learn with Intel® Extension for Scikit-learn
Train the same algorithm with original Scikit-learn
Kmeans for spoken arabic digit dataset
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Preprocessing
Patch original Scikit-learn with Intel® Extension for Scikit-learn
Train the same algorithm with original Scikit-learn
DBSCAN for spoken arabic digit dataset
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Preprocessing
Patch original Scikit-learn with Intel® Extension for Scikit-learn
Train the same algorithm with original Scikit-learn
Intel® Extension for Scikit-Learn* Getting Started Sample
Intel® Extension for Scikit-Learn*: SVC for Adult dataset Performance Sample
Kaggle Kernels
Acceleration
Machine Learning Workflows
Kaggle kernels that use scikit-learn and Intel® Extension for Scikit-learn*:
Classification Tasks
Binary Classification
MultiClass Classification
Classification Tasks in Computer Vision
Classification Tasks in Natural Language Processing
Regression Tasks
Using a Single Regressor
Stacking Regressors
Kaggle kernels that use AutoML with Intel® Extension for Scikit-learn*:
AutoML Workflows
Developer Guide
Supported Algorithms
on CPU
Classification
Regression
Clustering
Dimensionality reduction
Nearest Neighbors
Other tasks
on GPU
Classification
Regression
Clustering
Dimensionality reduction
Nearest Neighbors
Scikit-learn tests
oneAPI and GPU support
Prerequisites
Device offloading
Example
Distributed Mode
Verbose Mode
Deprecation Notice
macOS* Support
Performance
Tuning Guide
TSNE
Random Forest
Learn
Tutorials & Case Studies
Tutorials
Case Studies
Medium Blogs
More
Support
Issues
How to Contribute
Licensing
Pull Requests
Before Contributing Changes
Code Style
License
Intel(R) Extension for Scikit-learn*
Index
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