Seldon
Deploy machine learning models at scale
Description:
Seldon is an MLOps platform that helps enterprises deploy, monitor, and manage machine learning models at scale. It provides a range of features to help organizations accelerate model deployment, optimize infrastructure resource allocation, and manage models and risk. Seldon is trusted by the world's leading MLOps teams and has been used to install and manage over 10 million ML models. With Seldon, organizations can reduce deployment time from months to minutes, increase efficiency, and reduce infrastructure and cloud costs.
For Tasks:
For Jobs:
Features
- Production-Ready Inference Servers optimized for popular ML frameworks
- Advanced Experimentation and Traffic Splitting including multi-armed bandits, A/B tests, shadows and canaries
- Optimize Infrastructure Resource Allocation to cost-effectively manage deployed models
- Custom Alerts when certain metrics or conditions deviate so teams can respond to unexpected behavior
- Model Versioning and Rollback to maintain multiple versions of a model and switch easily between them to mitigate unforeseen risks
Advantages
- Faster deployment of ML models
- Increased efficiency
- Reduced infrastructure and cloud costs
- Improved model governance and compliance
- Measurable return on investment
Disadvantages
- Can be complex to set up and configure
- May require specialized expertise to use effectively
- Can be expensive for large-scale deployments
Frequently Asked Questions
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Q:What is Seldon?
A:Seldon is an MLOps platform that helps enterprises deploy, monitor, and manage machine learning models at scale. -
Q:What are the benefits of using Seldon?
A:Seldon can help organizations reduce deployment time, increase efficiency, reduce infrastructure and cloud costs, improve model governance and compliance, and achieve a measurable return on investment. -
Q:Who uses Seldon?
A:Seldon is used by the world's leading MLOps teams, including organizations such as Google, Amazon, and Microsoft. -
Q:How much does Seldon cost?
A:Seldon offers a range of pricing options to meet the needs of different organizations. Please contact Seldon sales for more information. -
Q:How do I get started with Seldon?
A:You can get started with Seldon by signing up for a free trial. Seldon also offers a range of resources to help you get started, including documentation, tutorials, and webinars.
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