NEXT

A NEXT is an Active Learning System for developing active learning and data collection algorithms.

• Context:
  • It was initially developed by Jamieson et al. (2015).
  • …
• Example(s):
  • …
• Counter-Example(s):
  • ANALYTiC (Junior et al., 2017),
  • MLlib (Meng et al.,2015),
  • Wabbit (Agarwal et al., 2014).
• See: Interactive Entity Record Disambiguation System, Active Learning Theory, Machine Learning System.

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References

2015

• (Jamieson et al., 2015) ⇒ Kevin Jamieson, Lalit Jain, Chris Fernandez, Nick Glattard, and Robert Nowak. (2015). “NEXT: A System for Real-world Development, Evaluation, and Application of Active Learning.” In: Proceedings of the 28th International Conference on Neural Information Processing Systems - Volume 2.
  • QUOTE: ... NEXT is an experimental platform to develop, test, and compare active learning algorithms and to allow practitioners to easily use active learning methods for data collection. NEXT is a system designed to give machine learning researchers and applied data scientists the tools necessary to understand the best ways to adaptively collect data and to actively learn.

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