~/talk

Predictive Analysis for Migration Schedulers

Talkat DevConf.CZ 2019 · 2019-01-25..01-27· [machine-learning, distributed-systems]
links:none on file
slides:none on file

Claims that using historical VM and process metrics to predict when processes complete lets the scheduler start live migration earlier, cutting pause time and using freed CPU/memory sooner. Proposed architecture uses a historian component + predictor that applies regression, SVM, clustering and anomaly detection and can use signal‑processing smoothing. Several prototype pieces exist but no full implementation; suggestions become early migration suggestions to the scheduler and require deployment and accuracy testing.

AI-written summary · about

  1. 0:00Introduction
  2. 0:43Load Balancing
  3. 1:23What Could Go Wrong
  4. 8:15Predictive Analysis
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