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Practical AI: Machine Learning, Data Science, LLM

CHAPTER

Is There a Trade-Off Between Scalability and Training Time?

As the amount of data that you have on the client is larger, you sort of more computational power, at least more time to do the up date. There are certain scenarios which are very rare in considing that there are scenaries where the daily distribution within each partition can be so different that it's just not possible that these work loads converge. So what you want to have in your entire system is some robustness towards clients who either take a very long time because they have so much data, or towards even real stragglers,. may be the device s suddenly get busy with other things, which delays the upded coming back. This is something where your soft ven for structure needs to

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