What and How of Machine Learning Transparency: Building Bespoke Explainability Tools with Interoperable Algorithmic Components.
Kacper SokolAlexander HepburnRaúl Santos-RodríguezPeter FlachPublished in: CoRR (2022)
Keyphrases
- machine learning
- building blocks
- software components
- learning systems
- feature selection
- software tools
- pattern recognition
- text mining
- machine learning methods
- learning methodologies
- active learning
- learning tasks
- computer vision
- learning algorithm
- machine learning approaches
- machine learning algorithms
- neural network
- model selection
- knowledge acquisition
- natural language processing
- decision support
- digital libraries
- decision trees
- record keeping
- databases
- reusable components
- supervised machine learning
- visualization tools
- design tools
- artificial intelligence
- multimedia
- learning analytics
- statistical methods
- information technology
- information extraction
- data warehouse