Machine learning with limited data
Publicado: 28 Sep 2022, 09:33
Recommended: "Machine learning with limited data", by the UK Ministry of Defence
A guide to machine learning techniques for limited data problems, including approaches for small amounts of data and for large amounts of unlabelled data.
This handbook informs and guides machine learning practitioners on the machine learning approaches currently possible for solving limited data problems, including:
how much data is required
ways to deal with small amounts of data, including zero-shot learning and meta-learning
ways to deal with large amounts of mostly unlabelled data
model refinement
technology readiness levels
A guide to machine learning techniques for limited data problems, including approaches for small amounts of data and for large amounts of unlabelled data.
This handbook informs and guides machine learning practitioners on the machine learning approaches currently possible for solving limited data problems, including:
how much data is required ways to deal with small amounts of data, including zero-shot learning and meta-learning ways to deal with large amounts of mostly unlabelled data model refinement technology readiness levels