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AI FundamentalsAI Infrastructure and MLOps

10 items

1

Dynamic Quantization Before Inference

Code Quiz
2

Model Packaging Dependencies and requirements

Code Quiz
3

CI/CD Pipeline Stage Ordering for ML

Code Quiz
4

Canary and Shadow Deployment Routing

Code Quiz
5

Containerizing a Model with Dockerfile

Code Quiz
6

Data Drift Detection Computation

Code Quiz
7

Model Performance Monitoring in Production

Code Quiz
8

Concept Drift Monitoring Logic

Code Quiz
9

Batch vs Online Inference Pattern Selection

Code Quiz
10

GPU/TPU Acceleration and Resource Management

Slides / Video
Code QuizAdvanced

Batch vs Online Inference Pattern Selection

Spot the swapped logic in an inference-pattern selector.

Codepython
def choose_inference(latency_requirement_ms):
    # Pick batch or online serving based on latency needs
    if latency_requirement_ms < 100:
        return "batch"
    else:
        return "online"

What is the bug in this pattern selector?