Completed
Evaluate Design Decisions wlo Simulation
Class Central Classrooms beta
YouTube videos curated by Class Central.
Classroom Contents
Learning Relaxed Belady for Content Distribution Network Caching
Automatically move to the next video in the Classroom when playback concludes
- 1 Intro
- 2 Caching Remains Challenging
- 3 General Overview of our Approach
- 4 Generate Online Training Data
- 5 Solutions: Relaxed Belady Algorithm & Good Decision Ratio
- 6 Challenge: Hard to Mimic Belady (Oracle) Algorithm
- 7 Introducing the Relaxed Belady Algorithm
- 8 Good Decision Ratio: Directly Measures Eviction Decisions
- 9 Evaluate Design Decisions wlo Simulation
- 10 Past Information
- 11 Track Objects within a Sliding Memory Window
- 12 Sample Training Data & Label on Access or Boundary
- 13 ML Architecture
- 14 Solution 3: Feature & Model Selection
- 15 Eviction Candidates
- 16 Solution 4: Random Sampling for Eviction
- 17 Implementation
- 18 Evaluation Setup
- 19 Conclusion