Name		Name	Last commit message	Last commit date
parent directory ..
NYCTaxi-E2E-Demo		NYCTaxi-E2E-Demo
data		data
ElasticNet.ipynb		ElasticNet.ipynb
README.md		README.md
daal4py_data_science.ipynb		daal4py_data_science.ipynb
dbscan.ipynb		dbscan.ipynb
kmeans.ipynb		kmeans.ipynb
knn_mnist.ipynb		knn_mnist.ipynb
lasso_regression.ipynb		lasso_regression.ipynb
linear_regression.ipynb		linear_regression.ipynb
logistictic_regression_cifar.ipynb		logistictic_regression_cifar.ipynb
nusvr_medical_charges.ipynb		nusvr_medical_charges.ipynb
random_forest_rain.ipynb		random_forest_rain.ipynb
random_forest_yolanda.ipynb		random_forest_yolanda.ipynb
ridge_regression.ipynb		ridge_regression.ipynb
ridge_regression_bike_sharing.ipynb		ridge_regression_bike_sharing.ipynb
ridge_regression_fraud_detection.ipynb		ridge_regression_fraud_detection.ipynb
ridge_regression_higgs.ipynb		ridge_regression_higgs.ipynb
svc_adult.ipynb		svc_adult.ipynb
tsne.ipynb		tsne.ipynb

README.md

🐍 Extension for Scikit-learn* notebooks

This folder contains examples of python notebooks that use Extension for Scikit-learn for popular datasets.

You can use python notebooks with the help of Jupyter* notebook to run the following files:

conda install -c conda-forge notebook scikit-learn-intelex

or

pip install notebook scikit-learn-intelex

Run Jupyter after installation:

jupyter notebook --notebook-dir=./ --ip=* --no-browser

Algorithm	Workload	Task	Notebook	Scikit-learn estimator
LogisticRegression	CIFAR-100	Сlassification	View source on GitHub	sklearn.linear_model.LogisticRegression
SVC	Adult	Сlassification	View source on GitHub	sklearn.svm.SVC
KNeighborsClassifier	MNIST	Сlassification	View source on GitHub	sklearn.neighbors.KNeighborsClassifier
RandomForestClassifier	Rain in Australia	Classification	View source on GitHub	sklearn.ensemble.RandomForestClassifier
NuSVR	Medical charges	Regression	View source on GitHub	sklearn.svm.NuSVR
RandomForestRegressor	Yolanda	Regression	View source on GitHub	sklearn.ensemble.RandomForestRegressor
Ridge	Airlines DepDelay	Regression	View source on GitHub	sklearn.linear_model.Ridge
Ridge	New York City Bike Share	Regression	View source on GitHub	sklearn.linear_model.Ridge
Ridge	IEEE-CIS Fraud Detection	Regression	View source on GitHub	sklearn.linear_model.Ridge
Ridge	Higgs	Regression	View source on GitHub	sklearn.linear_model.Ridge
ElasticNet	Airlines DepDelay	Regression	View source on GitHub	sklearn.linear_model.ElasticNet
Lasso	YearPredictionMSD	Regression	View source on GitHub	sklearn.linear_model.Lasso
Linear Regression	YearPredictionMSD	Regression	View source on GitHub	sklearn.linear_model.LinearRegression
KMeans	Spoken arabic digit	Clustering	View source on GitHub	sklearn.cluster.KMeans
DBSCAN	Spoken arabic digit	Clustering	View source on GitHub	sklearn.cluster.DBSCAN