MLOps: Machine Learning Monitoring In 26 Mins
Автор: MLOps Omari
Загружено: 2026-01-11
Просмотров: 29
Описание:
In this video we cover why we need to monitor ML system and how we can use Evidently to detect drift to prevent model decay.
Please follow me on LinkedIn:
/ mlopsomari
Link to full code:
https://github.com/mlopsomari/evidently
00:00 Intro
00:28 What is machine learning?
03:10 Model decay
04:00 Data drift
04:48 Concept drift
05:55 Why do we need to monitor ML systems?
06:20 Monitoring with Evidently
09:00 Evidently Datasets theory
09:40 Code: Creating Evidently Datasets
11:50 Evidently Evaluations theory
12:50 Code: Creating Evaluations with column-level metrics
15:30 Code: Creating Evaluations with dataset-level metrics
17:00 Code: Creating Evaluations with tests
22:42 Code: Monitoring ML systems with Presets
Повторяем попытку...
Доступные форматы для скачивания:
Скачать видео
-
Информация по загрузке:
