The Lean Data Scientist: Recent Advances Toward Overcoming the Data Bottleneck

Shani et al offer a taxonomy of the methods used to obtain quality datasets enhances existing resources. Obtaining data has become the key bottleneck in many machine-learning (ML) applications. The rise of deep learning has further exacerbated this issue. Although high-quality ML models are finally...

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Veröffentlicht in:	Communications of the ACM 2023-02, Vol.66 (2), p.92-102
Hauptverfasser:	Shani, Chen, Zarecki, Jonathan, Shahaf, Dafna
Format:	Magazinearticle
Sprache:	eng
Schlagworte:	Computing methodologies Data analysis Datasets Deep learning Information systems Information systems applications Learning Machine learning Machine learning approaches Taxonomy
Online-Zugang:	Volltext
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