Batch Machine Learning-based System

A Batch Machine Learning-based System is a machine learning-based system that implements an batch learning algorithm to solve an batch learning task.

• Context:
  • …
• Example(s):
  • an Batch-based Learning-to-Rank System.
  • an Batch-based Learning-to-Rank System.
  • …
• Counter-Example(s):
  • a Online Learning System.
• See: Machine Learning System, Semi-Supervised Learning System, Reinforcement Learning System, Supervised Learning System, Active Learning System.

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References

2017

• (Sammut & Webb, 2017) ⇒ (2017) Batch Learning. In: Sammut, C., Webb, G.I. (eds) Encyclopedia of Machine Learning and Data Mining. Springer, Boston, MA
  • QUOTE: A batch learning algorithm accepts a single input that is a set or sequence of observations. The algorithm produces its model, and does no further learning. Batch learning stands in contrast to online learning.

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