Senior Backend Engineer - AML Engine Orchestration
Singapore, Singapore
SGD 160K-222K (estimate) Senior-level Full Time
Tasks
- Build distributed training runtime for recommendation models
- Build online model inference architecture for online learning
- Design distributed training computing APIs and runtimes
- Develop distributed orchestration frameworks
- Enhance MLops workflows
- Implement preemption and rescheduling mechanisms
- Improve diagnosability and usability of training systems
- Integrate autoscaling and automatic parallelization
- Manage resource multiplexing across clusters
- Optimize cluster utilization and load balancing
- Optimize online recommendation and ads model usability
Perks/Benefits
- N/A
Skills/Tech-stack
Apache Flink | Apache Hadoop | Apache Hadoop YARN | Apache Spark | Apache TFX | Autoscaling | Distributed Training | Distributed scheduling | Fine Tuning | GPU Training | Golang | Hadoop YARN | Kubernetes | Load Balancing | Model Distillation | Multi-cloud | Multi-datacenter | Multi-region | Multi-tenant | Multi-tenant systems | Python | Ray | Reinforcement Learning | VLLM | VeRL
Education
Roles
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