Seldon
About this tool
Name
Seldon
Category
toolsSeldon is a British technology company founded in 2014, specializing in machine learning operations (MLOps) solutions. Their products facilitate the deployment, monitoring, and management of machine learning models at scale, catering to enterprises aiming to streamline their AI workflows.
Key Products:
Seldon Core: An open-source MLOps framework that packages, deploys, monitors, and manages thousands of production machine learning models. It supports various machine learning frameworks and languages, ensuring flexibility and scalability.
Seldon Enterprise Platform: A comprehensive platform offering advanced features such as governance, risk management, compliance, and enhanced monitoring capabilities. It integrates seamlessly with existing tech stacks and supports deployment across multiple environments, including cloud and on-premises.
Alibi: An open-source Python library providing algorithms for machine learning model explainability, aiding in understanding and interpreting model predictions.
How to use
Seldon Core:
Installation: Deploy Seldon Core on a Kubernetes cluster to manage and scale machine learning models effectively.
Model Deployment: Package your machine learning models into containers and deploy them using Seldon Core's deployment tools.
Monitoring: Utilize built-in monitoring features to track model performance and ensure reliability.
Seldon Enterprise Platform:
Access: Obtain a license and set up the platform within your organization's infrastructure.
Governance: Implement governance policies and compliance measures to manage risk and adhere to regulations.
Advanced Monitoring: Leverage enhanced monitoring tools to gain deeper insights into model behavior and performance.
Alibi:
Integration: Incorporate Alibi into your Python environment to access model explainability algorithms.
Usage: Apply Alibi's methods to interpret and explain predictions from your machine learning models, enhancing transparency and trustworthiness.
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