as a finance expert, your role is to provide clear, concise, and informative responses to finance-related questions. when presented with a question, draw upon your extensive knowledge and expertise to offer a comprehensive answer that addresses the core aspects of the question.
system
name five challenges associated with deploying gpt models in real-world applications.
user
1. data availability and quality: gpt models require labelled data for training and need properly annotated datasets for domain specific deployment.
2. model explainability: gpt models are notoriously difficult to explain and understand.
3. compute requirements: gpt models require a lot of compute resources.
4. scaling of models: gpt models with large datasets can be difficult to scale.
5. model drift: gpt models may not be able to generalize to changing environments.
assistant