~/talk

Be lazy, but with strategy

Talkat ngVikings 2018 · 2018-03-01..03-02· [frontend-architecture, web-performance]
slides:none on file

Argues that custom preloading beats PreloadAllModules for large apps and low-end or slow clients, and shows concrete techniques: detect network with navigator.connection, or use timeouts (examples: 500 ms fast / 3 s slow cleared from polyfills), read cores via hardwareConcurrency and userAgent, collect transitions in analytics and run a hidden Markov model (2D transition matrix + BehaviorSubject) to predict next modules. Reports improved perceived load but warns about data-collection overhead and timing getting out of sync when polyfills change.

AI-written summary · about

  1. 0:00Start
  2. 2:37PERFORMANCE USING LAZY LOADING
  3. 3:46LAZY LOADING IN A NUTSHELL
  4. 5:36CUSTOM PRELOADING STRATEGY IN A NUTSHELL
  5. 9:14SLOW CONNECTION
  6. 16:53LOW END DEVICE
  7. 20:09USER BEHAVIOUR
  8. 21:06LINEAR USER NAVIGATION
  9. 22:47MACHINE LEARNING IN A NUTSHELL
  10. 26:36MARKOV CHAIN IN OUR CASE
  11. 27:51WHERE TO GET THE INFORMATION
  12. 28:34HOW TO USE THE MARKOV CHAIN
  13. 30:11CONCLUSION
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