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Day 1 Lab: Setting up CI/CD for an AI application

Week 4: MLOps, Guardrails & Business Value
48 mins
PythonNLPMLOpsAPIsCI/CD

Description

Setting up CI/CD for an AI application involves integrating various guardrails to ensure safety and compliance. This lab teaches participants how to implement content filtering, PII injection detection, and toxicity detection using tools like OpenAI's moderation API and regex. Ideal for data engineers and AI practitioners, the lesson emphasizes practical examples and the importance of balancing performance and cost in deploying machine learning models effectively.