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Klaviyo Data Science Podcast EP 17 | The Power of Back-of-the-Envelope Math

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Manage episode 317314459 series 3251385
Content provided by Klaviyo Data Science Team. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Klaviyo Data Science Team or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://ppacc.player.fm/legal.

Welcome back to the Klaviyo Data Science podcast! This episode, we dive into…

Slow Problems, Quick Solutions

We’ve devoted quite a bit of time on this podcast to robust, carefully tuned, and vetted-in-a-thousand-ways solutions. This episode, we venture beyond the land of neatly trimmed hedges and into the unknown, where scrappy solutions may be the only ones that are feasible — or even possible. And we’ll hear about settings where a quick calculation on a napkin can be the difference between success and failure — including the biggest weekend of the ecommerce year. You’ll hear about all that and more, including:

  • How to solve Fermi problems (and possibly get put on a watch list)
  • When quick calculations can save hours of painstaking work
  • How even the simplest math can help you prepare for the most complex engineering challenges of the year
“We really are talking huge surges here… The systems you really want to watch out for, between the hours of 9 to 11 a.m. on Black Friday, move as much data as they had to move in the month of June.”
 — Zac Bentley, Lead Site Reliability Engineer

See the full show notes, including the statistical explanations of the paradoxes we discuss, on Medium.

  continue reading

58 episodes

Artwork
iconShare
 
Manage episode 317314459 series 3251385
Content provided by Klaviyo Data Science Team. All podcast content including episodes, graphics, and podcast descriptions are uploaded and provided directly by Klaviyo Data Science Team or their podcast platform partner. If you believe someone is using your copyrighted work without your permission, you can follow the process outlined here https://ppacc.player.fm/legal.

Welcome back to the Klaviyo Data Science podcast! This episode, we dive into…

Slow Problems, Quick Solutions

We’ve devoted quite a bit of time on this podcast to robust, carefully tuned, and vetted-in-a-thousand-ways solutions. This episode, we venture beyond the land of neatly trimmed hedges and into the unknown, where scrappy solutions may be the only ones that are feasible — or even possible. And we’ll hear about settings where a quick calculation on a napkin can be the difference between success and failure — including the biggest weekend of the ecommerce year. You’ll hear about all that and more, including:

  • How to solve Fermi problems (and possibly get put on a watch list)
  • When quick calculations can save hours of painstaking work
  • How even the simplest math can help you prepare for the most complex engineering challenges of the year
“We really are talking huge surges here… The systems you really want to watch out for, between the hours of 9 to 11 a.m. on Black Friday, move as much data as they had to move in the month of June.”
 — Zac Bentley, Lead Site Reliability Engineer

See the full show notes, including the statistical explanations of the paradoxes we discuss, on Medium.

  continue reading

58 episodes

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