Six Levels of Auto ML

Introduction

AutoML Classification Challenges

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Why Auto ML?

Six Levels of Car Autonomy

Six Levels of Auto ML

But is “Full ML Automation” Even Possible?

What Criteria Did We Use For Deciding the Levels?

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Level 0: No Automation

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Level 1: Use of High-level Algorithm APIs

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Level 2: Automatic hyperparameter tuning and ensembling. Basic model selection.

Level 3: Automatic (technical) feature engineering and feature selection, technical data augmentation, GUI

Level 4: Automatic domain and problem specific feature engineering, data augmentation, and data integration

Level 5: Full ML Automation. Ability to come up with super-human ML solutions. Conversational interaction.

The Downsides to Auto ML

Original post: https://medium.com/@tunguz/six-levels-of-auto-ml-a277aa1f0f38

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