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digitalhealth:0002a

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digitalhealth:0002a [09/07/2024 alle 12:43 (9 mesi fa)] – [Goals] Paolo Ferraginadigitalhealth:0002a [09/07/2024 alle 12:47 (9 mesi fa)] (versione attuale) – [Current year] Paolo Ferragina
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 The theoretical lectures will be complemented by some hands-on experience in coding with relevant programming libraries that offer the above-mentioned building blocks. The course provides most of the algorithmic prerequisites for the other courses of this master’s degree.  The theoretical lectures will be complemented by some hands-on experience in coding with relevant programming libraries that offer the above-mentioned building blocks. The course provides most of the algorithmic prerequisites for the other courses of this master’s degree. 
  
 +
 +====== Syllabus ====== 
 +  * Key issues about I/Os, streaming, and hierarchical memory in managing massive datasets.
 +  * Algorithmic and data structure issues concerning atomic versus variable-length items.
 +  * Two fundamental tools: sorting and permuting.
 +  * Key-value stores: From basic to advanced hash tables and tries. 
 +  * Textual search engines: compressing and accessing posting lists (integer sequences) and text collections. Deduplicating similar/equal texts, clustering text collections.
 +  * Bio-Informatics engines: compressing and indexing arbitrary text for substring search, exact or approximate.
 +  * Vector DBs: nearest neighbor search, hamming, or Euclidean distance. 
 +  * Advanced storage: Streaming and random access to compressed raw files, time series, and (labeled) graphs.
 +
 +
 +Lectures will include in-depth discussions on the practical efficiency of the proposed algorithms and data structures, plus hands-on experience with coding solutions for some topics.
  
  
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 ====== Current year ====== ====== Current year ======
-  * [[.ae2024:|Academic Year 2024-2025]]+  * [[.ad2da2024:|Academic Year 2024-2025]]
  
  
 ====== Previous years ====== ====== Previous years ======
  
digitalhealth/0002a.1720528996.txt.gz · Ultima modifica: 09/07/2024 alle 12:43 (9 mesi fa) da Paolo Ferragina

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