图 书 馆
MLSea：可发现机器学习的语义层MLSea: A Semantic Layer for Discoverable Machine Learning |
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| 课程网址: | https://videolectures.net/eswc2024_dasoulas_semantic_layer/ |
| 主讲教师: | Ioannis Dasoulas |
| 开课单位: | 2024年上海世博会 |
| 开课时间: | 2024-06-18 |
| 课程语种: | 英语 |
| 中文简介: |  |
| 课程简介: | With the Machine Learning (ML) field rapidly evolving, ML pipelines continuously grow in numbers, complexity and components. Online platforms (e.g., OpenML, Kaggle) aim to gather and disseminate ML experiments. However, available knowledge is fragmented with each platform representing distinct components of the ML process or intersecting components but in different ways. To address this problem, we leverage semantic web technologies to model and integrate ML datasets, experiments, software and scientific works into MLSea, a resource consisting of: (i) MLSO, an ontology that models ML datasets, pipelines and implementations; (ii) MLST, taxonomies with collections of ML knowledge formulated as controlled vocabularies; and (iii) MLSea-KG, an RDF graph containing ML datasets, pipelines, implementations and scientific works from diverse sources. MLSea paves the way for improving the search, explainability and reproducibility of ML pipelines. |
| 关 键 词: | MLSea; 机器学习; 语义层 |
| 课程来源: | 视频讲座网 |
| 数据采集: | 2024-08-13：liyq |
| 最后编审: | 2024-08-13：liyq |
| 阅读次数: | 7 |