Anne Marie Holler
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- Madhuri Yechuri11 talks
- Clayton Coleman12 talks
- Mofi Rahman16 talks
- Hongcai Ren16 talks
- Dario Tranchitella12 talks
- Lucy Sweet12 talks
| title | conference | date |
|---|---|---|
| SkyRay: Seamlessly Extending KubeRay to Multi-Cluster Multi-Cloud Operation | Cloud Native + Kubernetes AI Day NA 2024 | 2024-11-12 |
Extends KubeRay to schedule Ray clusters, jobs and services across multiple Kubernetes clusters and clouds by interoperating with a policy-driven fleet… | ||
| Resource-Aware Scheduling for Production GenAI with RAG running on Multicluster Cloud Kubernetes | Cloud Native AI Day Europe 2024 | 2024-03-19 |
Claims a reproducible reference architecture that runs GenAI+RAG across multiple Kubernetes clusters using a policy-driven cluster scheduler to place and… | ||
| Efficient Deep Learning Training with Ludwig AutoML, Ray, and Nodeless Kubernetes | Kubernetes Batch + HPC Day Europe 2022 | 2022-05-17 |
Runs Ludwig AutoML and Ray on Kubernetes with Nodeless K8s (Luna) to provision just‑in‑time GPUs, replacing a fixed three‑node g4dn.4xlarge Ray cluster… | ||
| Efficient AutoML with Ludwig, Ray, and Nodeless Kubernetes | Kubernetes AI Day Europe 2022 | 2022-05-16 |
Ludwig AutoML uses Ray Tune and heuristics derived from 12 training datasets to pick architectures (TabNet for tabular) and narrow hyperparameter ranges… | ||
| Ray on Public-Cloud k8s - experiments, lessons & best practices | Cloud Native Rejekts NA 2021 | 2021-10-09 |
Runs Ray + Ludwig Tune hyperparameter search across 12 tabular datasets with up to 300 epochs per job and some single runs equivalent to 30 days of compute… | ||
| Talk Deep Dive | Cloud Native Rejekts NA 2021 | 2021-10-09 |
Compares traditional cluster autoscaler to a policy-aware nodeless controller that chooses spot/preemptable VMs or Fargate based on app SLOs, and runs as an… | ||
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