From the course: MLOps Essentials: Model Development and Integration
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AutoML
From the course: MLOps Essentials: Model Development and Integration
AutoML
- [Instructor] AutoML is one of the key areas in ML-Labs that is seeing exponential growth. What is AutoML? It is the automation of all machine learning activities across the model life cycle to enable model development, analysis and decision making without human intervention. It deals with automating the job of data scientists and helps scale machine learning. What activities can be automated in AutoML? It first starts with feature engineering. AutoML can automatically analyze features to detect issues and inconsistencies and correct them. It can also be used to understand feature correlation to the target and select the best features. AutoML can help in model training by automatically selecting the right model algorithm. It can also perform hyperparameter tuning. Both model selection and hyperparameter tuning can be achieved by trying out multiple options and selecting the one with the best results.…
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