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The LION Way: Machine Learning plus Intelligent Optimization, Version 3.0

  • Category: Computer
  • Author: Roberto Battiti and Mauro Brunato
  • Pages: 366 pages
  • File type: PDF (516 pages)

Read and download free eBook intituled The LION Way: Machine Learning plus Intelligent Optimization, Version 3.0 in format PDF (516 pages) – 366 pages created by Roberto Battiti and Mauro Brunato.

Learning and Intelligent Optimization (LION) is the combination of learning from data and optimization applied to solve complex and dynamic problems. The LION way is about increasing the automation level and connecting data directly to decisions and actions. More power is directly in the hands of decision makers in a self-service manner, without resorting to intermediate layers of data scientists.

LION is a complex array of mechanisms, like the engine in an automobile, but the user (driver) does not need to know the inner workings of the engine in order to realize its tremendous benefits. LION’s adoption will create a prairie fire of innovation which will reach most businesses in the next decades. Businesses, like plants in wildfire-prone ecosystems, will survive and prosper by adapting and embracing LION techniques, or they risk being transformed from giant trees to ashes by the spreading competition.

The interplay between optimization and machine learning is one of the most important developments in modern computational science. Optimization formulations and methods are proving to be vital in designing algorithms to extract essential knowledge from huge volumes of data. Machine learning, however, is not simply a consumer of optimization technology but a rapidly evolving field that is itself generating new optimization ideas.

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The LION Way: Machine Learning plus Intelligent Optimization, Version 3.0

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