Automated machine learning (AutoML) is the process of automating the tasks of applying machine learning to real-world problems. AutoML covers the complete pipeline from the raw dataset to the deployable machine learning model. AutoML was proposed as an artificial intelligence-based solution to the ever-growing challenge of applying machine learning. The high degree of automation in AutoML allows non-experts to make use of machine learning models and techniques without requiring them to become experts in the field first.
Automating the process of applying machine learning end-to-end, additionally offers the advantages of producing simpler solutions, faster creation of those solutions, and models that often outperform hand-designed models.
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