From the course: AI Pricing and ROI: A Technical Breakdown
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Data movement and storage
From the course: AI Pricing and ROI: A Technical Breakdown
Data movement and storage
- [Instructor] Let's talk about the direct data costs when training AI models. There are different types of data costs. First, we need to make sure that we're collecting the right type of data. Typically, we've already built transactional systems to handle our application layer, but there are also additional types of data that we might have, for example, logging data, customer profile data in a CDP, et cetera. Now, those core systems might be outside the purview of an AI organization, but we still need to make sure that we're collecting this data and storing it appropriately. The next type of cost is a transformation process. This includes something like ETL or ELT, which stands for Extract, Transform, Load, or Extract, Load, Transform. The reason that we need these processes is we need to make sure that our data sets get converted from our transactional or application layers into the format that we need that is ML…
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Contents
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Overview of technical components and tooling1m 29s
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Setting up an AI training cluster3m 37s
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Cost of compute for training AI models1m 42s
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Data cleanliness and sourcing3m 29s
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Data movement and storage5m 30s
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AI model training iteration and evaluation4m 37s
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Tracking AI experiments2m 53s
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Fine-tuning models2m 49s
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Hiring the team that trains the models4m 29s
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Challenge: Training AI for your enterprise51s
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Solution: Training AI for your enterprise4m 4s
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Challenge: Training AI for your start-up33s
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Solution: Training AI for your start-up2m 31s
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