Concept
Unstructured data
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Text Data Processing: Basics & Techniques
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Graph Mining: Social Networks and Data Analysis
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Data Projects Overview
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Distributed Computing: Challenges and Solutions
Explores challenges in distributed computing, data growth, and data types, emphasizing the battle against the three Vs in big data.
Digital Turn in History: Culturomics and Data Visualization
Delves into culturomics, a computational approach to studying cultural trends through quantitative analysis of digitized textual data.
Overview: Information Management
Explores levels of data abstraction, model building, usage, and representation, and the utility of information systems for decision-making.
Knowledge Representation: Semantics and Data Structures
Explores knowledge representation, data structures, semantics, and the challenges of searching for data on the web.
Introduction to Applied Data Analysis
Introduces the Applied Data Analysis course at EPFL, covering a broad range of data analysis topics and emphasizing continuous learning in data science.