From the course: AI Pricing and ROI: A Technical Breakdown
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Challenge: Training AI for your enterprise
From the course: AI Pricing and ROI: A Technical Breakdown
Challenge: Training AI for your enterprise
(upbeat music) - [Instructor] Your challenge is to estimate the costs of AI model development for an enterprise. The model that you'll be building is a reviews classifier, and your goal is to create a budget ask for your manager. I've created a starter template under the exercise files under Chapter 04 04 10. Let's check it out. What you'll notice in the starter template is most of the model training parameters are filled out. I've assumed that you'll be training a BERT model, your dataset size, and then some additional information for the costs. On the right-hand side it's more of a question of putting together the team and forecasting the cost of additional tooling. Once you put all these different costs together, your goal is to make a budget ask. Good luck and I'll see you in the next solution video.
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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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