4.3.2. Model Deployment and Scalability

Try these first

1. 1.

   What is model serving?

   Hint

   Think about how apps connect to services.

2. 2.

   Name one advantage of deploying AI models on the cloud.

   Hint

   Consider how busy websites manage traffic.

3. 3.

   What do model serving frameworks like TensorFlow Serving allow?

   • They convert models to visual formats
   • They deploy models via APIs
   • They only function locally

   Hint

   Think about how different apps can use AI models.

4. 4.

   Is it advantageous to deploy AI models in cloud environments?

   • True
   • False

   Hint

   Consider how many users can affect resource needs.

5. 5.

   Design a cloud-based deployment plan for a social media app that uses AI to suggest friends to users. Consider resource allocation and scalability factors.

   Hint

   Think about how a friend suggestion feature might change based on user activity.

6. 6.

   Evaluate the potential challenges that might arise when deploying an AI model for real-time fraud detection in financial transactions.

   Hint

   Consider how immediate actions are needed in fraud cases and what that requires from a system.