Neural network Censius
Censius: a platform transforming monitoring and analysis of machine learning models
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Censius.ai is an AI observability platform for teams working with machine learning in enterprises. It offers extensive capabilities for monitoring, analyzing, and explaining machine learning (ML) models throughout their lifecycle.
Main features:
AI Model Monitoring: Censius allows you to monitor unstructured model issues for timely resolution and performance optimization. The platform provides early detection of data quality issues to help keep your powerful models running.
Explainability: Censius helps you explain complex model predictions and establish trust using model governance and fairness metrics. The platform allows you to explain the “why” behind AI black box decisions to stakeholders, as well as conduct cause-and-effect analysis with global, local and cohort explainability.
Censius Analytics: Censius offers a centralized platform to evaluate model performance and its impact on business metrics. It allows you to get real-time model performance data and quantify the ROI of ML models using customizable dashboards.
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Censius: instructions
Integration and use:
Censius can be easily integrated using Java and Python SDKs or REST APIs and deployed in the cloud or on your own server. The process involves registering the model, recording features, and capturing predictions in just a few lines of code. You can then install monitors, choosing from dozens of monitor configurations to monitor your entire ML pipeline.
Application for various roles:
Machine learning engineers can automate continuous monitoring of models to detect biases and outliers, and slice data into different cohorts to ensure consistency of decisions and eliminate bias.
Product and business stakeholders can gain complete visibility and understanding of model performance, build trust among users including model explainability for each solution, and explore business ROI to understand how the model adds business value using specific business metrics and visualizations .
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Censius: video
Censius: how to use, instructions, video
The Censius neural network was first published on 03/07/2023 21:51:48 and manually edited on 04/22/2024 01:57:11.
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