Forward Deployment & Enablement
Launch, scale, and optimize distributed AI workloads on Anyscale with hands-on support from Forward Deployed Engineers and expert-led training.
Forward Deployed Engineers (FDEs)
The fastest way to launch and scale workloads on Anyscale with hands-on engineers who:
Implement real end-to-end pipelines, not demos
Applied expertise on distributed systems for data, train and serve workloads.
Ensure your team can take ownership
Your team leaves with reusable patterns and the ability to operate independently.
Accelerate every stage of your journey
Ready to help you launch to production, implement best practices to onboard multiple teams or optimize workload performance at scale.
From first workload to production scale
Benefits of FDEs for Ray on Anyscale
Get your first workloads into production, fast
Stand up Anyscale with the right cluster, storage, and scaling configs. Migrate existing workloads or implement new production-ready pipelines with Ray Data, Train, Serve.
Build and expand high-performance distributed AI
Scale training, tuning, and inference workloads. Apply proven Ray patterns for parallelism and orchestration. Standardize how teams build on Anyscale.
Maximize performance, efficiency, and reliability
Debug distributed bottlenecks across data, training, and serving. Optimize autoscaling, resource utilization, and cost. Improve fault tolerance and production reliability
Technical Enablement
Enablement is designed to complement FDE engagements so your team can both accelerate adoption and take ownership of what gets built.
Custom curriculum
Tailored to your workloads and teams with curriculum aligned to your use case (LLMs, RecSys, Robotics, etc). Delivered live (virtual or on-site) with hands-on labs using your environment
Self-paced courses
Learn the foundation of distributed computing with Ray with workload based modules (data, train, serve) using practical, production-oriented examples
Certifications
Build practical experience and validate your skills through our evolving certification and accreditation programs designed around real distributed workloads.