SapientML

SapientML

Overview

SapientML is an AutoML (Automated Machine Learning) technology that utilizes a corpus of existing datasets and their human-written pipelines to efficiently generate high-quality pipelines for predictive tasks on new datasets. It aims to boost the creation of AI models quickly and accurately.

Features

• High Speed: SapientML can generate AI models rapidly by evaluating only the most plausible machine learning pipelines, instead of exhaustively considering all combinations.
• Transparency: The generated machine learning program contains explanations, making it easy to understand how the AI model is built.
• High Accuracy: By leveraging past knowledge of programs used to construct highly accurate AI models, SapientML can produce models with exceptional accuracy.

Get Started

To begin using SapientML, follow these steps:

• Install SapientML by running pip install sapientml.
• Utilize the provided APIs to generate machine learning pipelines. For detailed instructions, refer to the Getting Started guide.

Reference

• Title: SapientML: Synthesizing Machine Learning Pipelines by Learning from Human-Written Solutions
• Conference: The 44th International Conference on Software Engineering (ICSE 2022)
• Preprint: https://arxiv.org/abs/2202.10451

For further documentation, visit the SapientML Documentation or explore the source code on GitHub.

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