Model Monitoring

After this skill you can…

• Set up drift detection with Evidently AI
• Define and monitor SLAs for model performance
• Build a retraining trigger pipeline

Prerequisites

Watch (10 videos)

MLOps Essentials: Enabling CloudWatch Logging & Monitoring for AWS ML APIs

Analytics Vidhya · beginner hands-on

→ Monitor ML model performance→ Track request/response data→ Debug Lambda executions

MLOps and Monitoring

MLOps.community · advanced hands-on

→ Monitor ML models in production→ Implement MLOps best practices→ Use Kubernetes for deployment

Model Monitoring for LLMs

Microsoft Developer · intermediate

→ Track Model Drift→ Detect Model Bias→ Optimize Model Performance

The 7 Lines of Code You Need to Run Faster Real-time Inference // Adrian Boguszewski // Meetup #121

MLOps.community · beginner

→ Monitor Models→ Track Performance

Model Performance Monitoring and Why You Need it Yesterday // Amit Paka // MLOps Coffee Sessions #42

MLOps.community · beginner

→ Monitor Model Performance→ Detect Data Drift→ Prevent Model Degradation

Track Your Keras Machine Learning Experiments with Weights & Biases

Weights & Biases · beginner hands-on

→ Monitor model performance→ Track model metrics→ Visualize model results

The Not So Talked About Reasons Model Monitoring Fails // Oren Razon // MLOps Meetup #88

MLOps.community · advanced

→ Monitor Model Performance→ Detect Data Drift→ Improve Model Reliability

Model & Data Drift Deep Dive // Ben Wilson // MLOps Meetup Clips

MLOps.community · intermediate hands-on

→ Monitor model performance→ Detect data drift→ Perform model retraining

Introduction: Monitoring and Automations Essentials with LangSmith

LangChain · beginner hands-on

→ Monitor AI application performance→ Identify performance issues→ Optimize application performance

Inference in Deep Learning

Connor Shorten · advanced

→ Monitor model performance→ Identify areas for optimization

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