Παρουσίαση/Προβολή
Μ111 - Big Data Management - Διαχείριση Μεγάλων Δεδομένων
(Μ111) - Αλέξανδρος Ντούλας
Περιγραφή Μαθήματος
This class is looking into recent topics around the principles and systems of Big Data Management and Data Science. We will be discussing topics such as: the Map-Reduce programming models and systems such as Hadoop, HBase using Hive/Pig. The HDFS storage file system. The Spark and Tensorflow platforms. Message-passing and stream processing systems (e.g., Kafka and Samza). Key value stores. Similar object detection (similarity search, locality sensitive hashing). Large-scale link analysis techniques (PageRank, Hubs & Authorities). Clustering. Recommender Systems. Computational Advertising. The class is structured around the presentation of recent research topics in these areas as well as practical implementation of several of the topics in the class.
Ημερομηνία δημιουργίας
Τετάρτη 1 Απριλίου 2020
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