~/talk

Predictive Analytics for 99.98% Oracle Cloud Availability

Talkat Conf42 Machine Learning 2025 · on Thursday, 2025-05-08· [databases, machine-learning]
links:none on file
slides:none on file

Claim of 99.98% Oracle Cloud availability backed by deployments across hundreds of enterprises, a monitoring→learn→optimize→validate pipeline, and concrete metrics: 280% ROI and 8.4 month payback, predictive autoscaling that cuts overprovisioning ~47% and intelligent storage tiering that lowers cost ~60%. Demonstrates neural networks for Data Guard tuning to target sub‑millisecond replication lag, predictive autoscaling for CPU/memory/storage, and case studies in finance, healthcare, and retail showing reduced outage minutes and measurable cost savings.

AI-written summary · about

  1. 0:00Introduction and Speaker Background
  2. 1:10The Cost of Database Downtime
  3. 2:42Machine Learning for Database Resilience
  4. 3:42Deep Learning and Pattern Recognition
  5. 5:10Oracle RAC and Reinforcement Learning
  6. 5:57Monitoring, Learning, and Optimization
  7. 7:03Neural Networks for Data Guard Tuning
  8. 10:47Return on Investment of Machine Learning
  9. 13:42Predictive Autoscaling Benefits
  10. 16:46Case Studies and Industry Applications
  11. 17:39Scalable AI Framework and Automation
  12. 19:11Transforming Database Resilience
  13. 19:50Conclusion and Closing Remarks
~/search
type to search 6,249 conferences, 138,987 speakers and 185,172 talks
~/help
cmdctrl k
search every conference, speaker and series
/
focus the filter search
h
home
c
conferences
s
speakers
e
series
t
light / dark — the status bar button does the same
?
this help
esc
close this, then clear every filter — or just the search, while you are typing in it

Ignored while you are typing. Pages without a filter rail have no search to focus.