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Linux Foundation

Crafting Superior ML Pipelines with SapientML

Linux Foundation via YouTube

Overview

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Discover how SapientML, an emerging project under LF AI&Data, is revolutionizing AutoML in this informative conference talk. Learn about SapientML's unique approach to automating AI model creation through direct ML source code generation, enabling rapid optimization of ML pipelines for predictive tasks on tabular data. Explore how SapientML designs multiple pipelines using top ML models and preprocessing components, selecting the best one after evaluation. Gain insights into the high-quality, portable ML pipelines and accompanying source code generated by SapientML in minutes. Watch a live demo showcasing SapientML's efficiency, transparency, and quality, and understand how it enhances AI/MLOps by providing ready-to-use source code.

Syllabus

Crafting Superior ML Pipelines with SapientML - Kosaku Kimura, Fujitsu

Taught by

Linux Foundation

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