RDF: Syntax and SchemaExplores RDF syntax, schema properties, and classification of resources in the Semantic Web.
Spark Data FramesCovers Spark Data Frames, distributed collections of data organized into named columns, and the benefits of using them over RDDs.
Closed-Loop Lifecycle ManagementExplores Closed-Loop Lifecycle Management, Circular Economy, and Zero Defect Manufacturing strategies for sustainable development.
Knowledge InferenceExplores knowledge inference, embedding techniques, and schema matching in data integration.
Data Wrangling with HadoopCovers data wrangling techniques using Hadoop, focusing on row versus column-oriented databases, popular storage formats, and HBase-Hive integration.
Introduction to Applied Data AnalysisIntroduces the Applied Data Analysis course at EPFL, covering a broad range of data analysis topics and emphasizing continuous learning in data science.
Entity-Relationship ModelIntroduces the Entity-Relationship model for designing databases with a focus on conceptual and relational aspects.