From the course: Developing Modern Applications with AWS AI and Generative AI Services
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Choosing the right base foundation model - Amazon Web Services (AWS) Tutorial
From the course: Developing Modern Applications with AWS AI and Generative AI Services
Choosing the right base foundation model
- [Instructor] Let's learn in this lesson how to choose the right foundation model that suits your business needs. In the previous lesson, we saw the list of model providers, and the list is continuing to increase. Let's look at the various factors you may need to consider while choosing a model. The first is, of course, your use case or requirement. Let's understand the problem that the model needs to solve. Do we need text generation, text summarization, code generation, image generation, or do we need a multi-model model? Once you know your problem space, you can fine-tune your model search. Next is model size and complexity. When we say size, we are talking about the number of model parameters. Larger models are suited for complex problem solving requirements and need more computational resources, whereas a smaller model is suitable for lightweight applications like chat bots or text processing tasks, and require less computational resources. Next is performance and latency…
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