Senior Backend Engineer - AML Engine Orchestration
Singapore, Singapore
SGD 150K-203K (estimate) Senior-level Full Time
Tasks
- Build distributed model inference for online learning
- Build distributed training runtime for large scale GPU training
- Design distributed computing APIs and runtimes
- Develop distributed orchestration frameworks
- Handle scheduling across multi datacenter multi region multi cloud
- Implement preemption and rescheduling
- Improve diagnosability of distributed training systems
- Integrate AutoScaling and parallelization
- Manage resource multiplexing across clusters
- Optimize MLops workflows for online recommendation
- Optimize cluster utilization and load balancing
Perks/Benefits
- N/A
Skills/Tech-stack
Autoscaling | Backend Development | Distillation | Distributed Systems | Embeddings | Fine Tuning | GPU Training | Kubernetes | Load Balancing | Load Modeling | MLOps | Model Inference | Multi-cloud | Multi-region | Parallel Computing | Preemption | Reinforcement Learning | Resource Optimization | Scheduling
Education
N/A
Roles
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