How Long Does AI Training Really Take?

Many organizations underestimate the actual time required to build and train an AI model. This Amplework blog reveals the full journey behind training durations, emphasizing how factors like dataset curation, GPU/TPU availability, algorithm choice, and iterative experimentation affect timelines. The article walks readers through early stages such as defining goals, structuring datasets, performing exploratory analysis, and selecting the right architecture. It also details why the tuning and retraining phases often extend the project timeline. This guide helps teams understand realistic schedules, avoid miscalculations, and streamline planning for their AI initiatives.

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