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Impact of LLMs on the Tech Stack and Product Development // Anand Das // #188

MLOps.community

NOTE

The Cost and Benefit Analysis of Using GPUs

In considering the cost benefit analysis of obtaining GPUs, the current scale suggests that the expense outweighs the potential benefits. While some cloud computing providers offer discounted rates, their profitability may take time to recover. Investing all resources into buying GPUs would hinder product development and other essential investments. Additionally, the cost of running a single machine with high-end GPUs can amount to $340 per day, requiring a cluster of machines. Fine tuning a model is not a simple task and often requires extensive adjustments to yield desired outcomes.

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