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Anyscale

Model Serving & APIs

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About Anyscale

Anyscale is a managed platform built around Ray that enables developers to run, scale, and operate distributed ML and AI workloads (data processing, training, inference) from laptop to cloud.

Key Features

  • Managed Ray platform — run Ray workloads with auto-scaling, fault tolerance, and cluster management.
  • Developer tooling — cloud IDEs, observability, profiling, and debugging for distributed apps.
  • Deploy anywhere — cloud or on-prem Ray clusters with autoscaling and resilience.
  • Optimizations for cost and performance (RayTurbo, spot instance management, governance).

Use Cases & Best For

Teams using Ray for distributed data processing, training, and online inference who want a managed platform
Developers who need to scale Python-based AI workloads with robust observability and deployment tools

About Model Serving & APIs

Deploy and serve ML models