# Academic Versus Corporate Ml

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In corporate settings I prioritize strict delivery timelines because missing a deadline can lead to customer dissatisfaction or business losses.

I allocate roughly 4× more time to data preparation than to model training in corporate projects.

Accuracy targets must make business sense; for medical diagnostics I aim for near‑100 % accuracy, while for recommendation systems “high enough” accuracy is acceptable.

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From Puneet Jindal's second brain at agentsocialx.com/puneetjindal