Extension for scikit-learn* Tutorials & Case Studies

Explore the tutorials & case studies to help you to harness the full potential of Extension for scikit-learn*.

Tutorials

Introduction to scikit-learn* Essentials for Machine Learning

An overview of scikit-learn essentials.

https://www.intel.com/content/www/us/en/developer/videos/introduction-to-scikit-learn-essentials-for-ml.html
Advanced scikit-learn* Essentials for Machine Learning

Special technique to perform scikit-learn computation on Intel GPUs.

https://www.intel.com/content/www/us/en/developer/videos/advanced-scikit-learn-essentials-for-ml.html
Develop Efficient AI Solutions with Accelerated Machine Learning

Techniques for maximizing Extension for Scikit-learn*.

https://www.intel.com/content/www/us/en/developer/videos/accelerated-machine-learning-for-ai-solutions.html
Getting started with classical Machine Learning Frameworks using Google Colaboratory

Simple Installation of Extension for Scikit-learn* on Google Colaboratory.

https://community.intel.com/t5/Blogs/Tech-Innovation/Artificial-Intelligence-AI/Getting-started-with-classical-Machine-Learning-Frameworks-using/post/1450139
Drive Innovation & Performance into Your scikit-learn* Machine Learning Tasks

An overview of scikit-learn essentials.

https://www.intel.com/content/www/us/en/developer/videos/drive-innovation-performance-scikit-learn-ml-tasks.html

Guides

Scikit-learn Optimization Guide

A guide describing best practices for ensuring optimal performance in machine learning workflows that use scikit-learn.

https://github.com/intel/optimization-zone/blob/main/software/scikit-learn/README.md

Blueprints

Loan Default Risk Prediction

AI Starter Kit to predict probability of a loan default from client using XGBoost and leveraging Intel® optimizations for model serving.

https://github.com/intel-samples/loan-default-risk-prediction
Network Intrusion Detection

AI Starter Kit for Network Intrusion Detection using Extension for scikit-learn*.

https://github.com/intel-samples/network-intrusion-detection

See more blueprints for Intel solutions for machine learning at the Software Catalog:

https://swcatalog.intel.com/blueprints?tags=classic-ai

Case Studies

Supply Chain Optimization at Enterprise Scale

Leveraging Open-Source AI Technologies with Red Hat OpenShift* Data Science and Intel® Architecture.

https://www.intel.com/content/www/us/en/developer/articles/technical/supply-chain-optimization-at-enterprise-scale.html
HippoScreen Improves AI Performance by 2.4x with oneAPI Tools

The neurotechnology startup used Extension for scikit-learn* to the improve efficiency and build times of deep-learning models used in its Brain Waves AI system.

https://www.intel.com/content/www/us/en/developer/articles/case-study/hipposcreen-boosts-ai-performance-2-4x-with-oneapi.html