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meta.json
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{
"module": {
"number": 5,
"title": "Model Monitoring"
},
"units": [
{
"number": 1,
"title": "Monitoring for ML-based services",
"youtube": "https://www.youtube.com/watch?v=gMiT11Bp05A"
},
{
"number": 2,
"title": "Setting up the environment",
"youtube": "https://www.youtube.com/watch?v=VkkpVXW53bo"
},
{
"number": 3,
"title": "Creating a prediction service and simulating traffic",
"youtube": "https://www.youtube.com/watch?v=umQ3Mo5G1o8"
},
{
"number": 4,
"title": "Realtime monitoring walktrough (Prometheus, Evidently, Grafana)",
"youtube": "https://www.youtube.com/watch?v=r_m4VFEJ8yY"
},
{
"number": 5,
"title": "Batch monitoring walktrough (Prefect, MongoDB, Evidently)",
"youtube": "https://www.youtube.com/watch?v=KefdYuue_FE"
},
{
"number": 6,
"title": "Homework",
"youtube": ""
}
]
}