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SapientML Highly Accurate AI Model Creation

SapientML
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Home: https://sapientml.io

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  • #automl
  • #Machine Learning
  • #pipeline-generation
  • #predictive models
  • #automation
  • #ICSE 2022

What is SapientML?

SapientML is an advanced AutoML technology designed to streamline the creation of machine learning pipelines. By learning from a corpus of existing datasets and human-written pipelines, SapientML efficiently generates high-quality pipelines for predictive tasks on new datasets.

This technology significantly speeds up the AI model generation process. SapientML achieves this by evaluating only the most promising machine learning pipeline combinations, offering transparency and detailed explanations within the generated programs.

Features

  • High speed: Generates AI models quickly by evaluating only the most plausible machine learning pipelines.
  • Transparency: Provides easily understandable AI models by including explanations in the generated machine learning program.
  • High Accuracy: Creates highly accurate AI models based on the past knowledge of successful programs.

Use Cases

  • Developing predictive models for new datasets
  • Automating machine learning pipeline generation
  • Accelerating AI model creation in various domains
  • Improving the accuracy of existing machine learning models

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