LightOnML documentation

LightOnML is a Python3 library to perform computations on optical processing units.

Version 1.3

Notes

• Introduction
• What is an OPU?
• Get started with the OPU
• Deep Dive into the OPU
• Migration Guide
• Release notes

API Reference

• lightonml.encoding
• lightonml.projections
• lightonml.opu
• lightonml.datasets
• lightonml.utils

Examples

• Kernel methods and Random features approximation
• Scikit-learn Pipeline and GridSearchCV with the OPU
• Saving and loading an OPU for inference
• Bitplan encoding and decoding
• Transfer learning on the OPU
• Recommender system using Randomized SVD
• Change point detection using the OPU online mode
• Training a binary autoencoder
• Training Neural Networks with Direct Feedback Alignment (Upcoming)
• Matrix Sketching (Upcoming)
• Randomized Matrix Multiplication (Upcoming)
• Contributed examples

Advanced

• Extending LightOnML