DSPA Chapter 15 Specialized ML TechniquesIn this chapter, we will discuss some technical details about data
formats, streaming, optimization of computation, and distributed
deployment of optimized learning algorithms. Chapter 21 provides additional optimization details.
We will present (1) format conversion and working with XML, SQL,
JSON, CSV, SAS and other data objects, (2) visualization of
bioinformatics and network data, (3) protocols for managing, classifying
and predicting outcomes from data streams, (4) strategies for
optimization, improvement of computational performance, parallel (MPI)
and graphics (GPU) computing, and (5) processing of very large datasets.
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