Senior AI Engineer
Tasks
- Autoscale inference services and manage dynamic model loading
- Build logging and monitoring for training and inference
- Build model development toolchains service pipelines
- Cache frequently used models
- Coordinate with DevOps and IT teams
- Create automated data preprocessing feature engineering dataset versioning
- Create runbooks and perform root cause analysis
- Design user interfaces and APIs
- Develop LLM training GPU infrastructure and cluster
- Develop dashboards for latency accuracy drift detection
- Develop machine learning platform management system
- Dynamically allocate inference resources based on demand
- Enable distributed model training and hyperparameter optimization
- Evaluate platform performance scalability reliability
- Experiment with serverless architectures
- Implement A B testing for model deployments
- Implement CI/CD pipelines for model deployment
- Implement access control and security
- Implement alerting for anomalies and performance degradation
- Implement fault tolerant distributed LLM training
- Implement model memory loading and unloading
- Implement self-healing systems
- Integrate TPUs into training infrastructure
- Manage scheduling for multi tenant GPU clusters
- Optimize GPU utilization for large scale training
- Provide technical support to data scientists and engineers
- Refine metrics based on stakeholder feedback
- Support edge inference for lightweight models
- Troubleshoot training and inference issues
Perks/Benefits
Skills/Tech-stack
A/B | A/B Testing | Autoscaling | B testing | Bash | C plus plus | CUDA | CUDA kernels | Caching | DALI | DeepSpeed | Distributed Training | Docker | Edge Computing | GPU Cluster | GRPC | Go | Grafana | Horovod | Hyperparameter Optimization | Kubernetes | Logging | Machine Learning | Model Monitoring | Multi-tenant | Multi-tenant systems | NCCL | Pipeline parallelism | Prometheus | PyTorch distributed | Python | Ray | Resource scheduling | Serverless architecture | Slurm | TPU | Tensor Parallelism | Tf data | Triton | Weights and Biases
Roles
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