20min chapter

MLOps.community  cover image

AI Agents for Consumers // Shaun Wei // #244

MLOps.community

CHAPTER

Design Patterns for AI Models and Challenges in AI Development

The chapter explores various design patterns for AI models, such as using preferred models with fallback options, running tasks in parallel, and employing event buses for communication among different AI systems and traditional ML models. Challenges in AI development are discussed, including slow responses, unpredictable behaviors, and difficulties in ensuring consistent performance with model updates. The importance of reliability, continuous improvement, and managing consumer expectations in AI systems is emphasized, along with the significance of collecting training data to enhance AI capabilities over time.

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