AutoML

URI: https://gptkb.org/entity/AutoML

GPTKB entity

Statements (75)

Predicate	Object
gptkbp:instanceOf	gptkb:machine_learning_technology
gptkbp:challenge	gptkb:AutoCV_Challenge gptkb:AutoDL_Challenge gptkb:AutoGraph_Challenge gptkb:AutoML_Challenge gptkb:AutoML_Decathlon gptkb:AutoNLP_Challenge gptkb:AutoSeries_Challenge gptkb:AutoSpeech_Challenge gptkb:AutoTabular_Challenge gptkb:AutoWSL_Challenge
gptkbp:enables	non-experts to use machine learning
gptkbp:firstMentioned	2015
gptkbp:goal	accelerate model development democratize access to machine learning improve efficiency of machine learning workflows reduce human intervention in machine learning reduce need for expert knowledge
gptkbp:includes	automated feature engineering automated hyperparameter tuning automated model selection automated data preprocessing automated model deployment automated model evaluation
gptkbp:limitation	scalability issues data privacy concerns can be computationally expensive interpretability challenges limited customization may lack transparency may not outperform expert-tuned models potential for overfitting
gptkbp:notableTool	gptkb:Google_Cloud_AutoML gptkb:DataRobot gptkb:H2O_AutoML gptkb:Amazon_SageMaker_Autopilot gptkb:Auto-sklearn gptkb:AutoKeras gptkb:IBM_AutoAI gptkb:MLJAR gptkb:Microsoft_Azure_AutoML gptkb:TPOT
gptkbp:purpose	automate the process of applying machine learning to real-world problems
gptkbp:relatedTo	gptkb:MLOps gptkb:artificial_intelligence gptkb:machine_learning data science deep learning data preprocessing feature engineering model selection hyperparameter optimization
gptkbp:researchArea	gptkb:AAAI gptkb:ICML gptkb:NeurIPS gptkb:IJCAI gptkb:KDD
gptkbp:researchConference	gptkb:AutoML_Conference
gptkbp:standsFor	gptkb:Automated_Machine_Learning
gptkbp:usedIn	gptkb:research data science education finance healthcare manufacturing marketing retail business analytics
gptkbp:bfsParent	gptkb:DataRobot gptkb:ML.NET gptkb:Databricks_Machine_Learning gptkb:Databricks_Runtime gptkb:Vertex_AI
gptkbp:bfsLayer	6
https://www.w3.org/2000/01/rdf-schema#label	AutoML