Intel® Extension for Scikit-learn* Tutorials & Case Studies

Explore the tutorials & case studies to help you to harness the full potential of Intel® 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 Intel® 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 Intel® 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

Accelerate Machine Learning Workloads: K-means and GPairs Algorithms

An introduction to Intel® Extension for Scikit-learn*.

https://www.intel.com/content/www/us/en/developer/videos/accelerate-ml-workloads-k-means-gpairs-algorithms.html

Benchmarking Intel® Extension for Scikit-learn*: How Much Faster Is It?

Explore and compare the performance of the Intel Extension for Scikit-learn* vs. stock Scikit-learn*.

https://www.intel.com/content/www/us/en/developer/articles/technical/benchmarking-intel-extension-for-scikit-learn.html

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

Case Studies

Greener Machine Learning Computing with Intel® AI Acceleration

Lowering the Environmental Impact of AI Workloads by 7x using Intel® Extension for Scikit-learn*.

https://www.intel.com/content/www/us/en/developer/articles/case-study/greener-machine-learning-with-intel-ai.html

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 Intel® 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