Dataset
A collection of data used for machine learning tasks, typically consisting of input-output pairs.
Description
A dataset is a collection of data used for machine learning tasks. It typically consists of a set of input-output pairs that the model uses to learn patterns and relationships. The quality, size, and diversity of a dataset can significantly impact the performance and generalization ability of a machine learning model. Datasets are often divided into training, validation, and test sets to facilitate model development and evaluation.
Examples
- 🖼️ ImageNet for image classification
- ✍️ MNIST for handwritten digit recognition
- 📚 Penn Treebank for natural language processing
Applications
Related Terms
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