AutoML
Technology & Computing abbreviation · Artificial Intelligence
| Stands for | Automated machine learning |
|---|---|
| Categories | Technology & Computing |
AutoML stands for Automated machine learning, an artificial intelligence abbreviation.
Tools and techniques that automate steps of building machine learning models, such as feature engineering, algorithm selection and hyperparameter tuning, so non-experts can produce good models faster.
Example: AutoML tried 200 pipelines overnight and picked a gradient-boosted model for the churn data.
Usage notes
Products include Google Cloud AutoML and H2O Driverless AI, alongside open-source libraries such as auto-sklearn and AutoGluon. Neural architecture search, which automates network design, is a related research area. Automation does not remove the need for good data or careful problem framing.
Related abbreviations
More artificial intelligence abbreviations
- ANI – Artificial narrow intelligence
- ANN – Approximate nearest neighbor (search)
- ASI – Artificial superintelligence
- ASL – AI Safety Level
- ASR – Automatic speech recognition
- AUC – Area under the curve
- BERT – Bidirectional Encoder Representations from Transformers
- BLEU – Bilingual evaluation understudy
- BoW – Bag of words
- BPE – Byte-pair encoding
- CLIP – Contrastive Language-Image Pre-training
- CNN – Convolutional neural network