{"product_id":"neural-network-simulation-environments-von-josef-skrzypek-hrsg","title":"Neural Network Simulation Environments","description":"\n                                \n                \u003cem\u003eNeural Network Simulation Environments\u003c\/em\u003e\n                                 describes some of  the best examples of neural simulation environments. \n                \n                \u003cbr\u003e\n                                  All current neural simulation tools can be classified into four  overlapping categories of increasing sophistication in software  engineering. The least sophisticated are undocumented and dedicated  programs, developed to solve just one specific problem; these tools  cannot easily be used by the larger community and have not been  included in this volume. The next category is a collection of  custom-made programs, some perhaps borrowed from other application  domains, and organized into libraries, sometimes with a rudimentary  user interface. More recently, very sophisticated programs started to  appear that integrate advanced graphical user interface and other data  analysis tools. These are frequently dedicated to just one neural  architecture\/algorithm as, for example, three layers of interconnected  artificial `neurons' learning to generalize input vectors using a  backpropagation algorithm. Currently, the most sophisticated  simulation tools are complete, system-level environments,  incorporating the most advanced concepts in software engineering that  can support experimentation and model development of a wide range of  neural networks. These environments include sophisticated graphical  user interfaces as well as an array of tools for analysis,  manipulation and visualization of neural data. \n                \n                \u003cbr\u003e\n                                  \n                \n                \u003cem\u003eNeural Network Simulation Environments\u003c\/em\u003e\n                                 is an excellent reference  for researchers in both academia and industry, and can be used as a  text for advanced courses on the subject. \n                \n                \u003cbr\u003e\n                            \n            \u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9781461361800\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e\u003cdiv class=\"aw-variant-hidden-subtitle-div\" id=\"aw-variant-subtitle-9780792394150\"\u003e\u003ch3\u003e\u003c\/h3\u003e\u003c\/div\u003e","brand":"Libri","offers":[{"title":"Softcover - 9781461361800","offer_id":39415514955869,"sku":"9781461361800","price":160.49,"currency_code":"EUR","in_stock":true},{"title":"Hardcover - 9780792394150","offer_id":50726753734,"sku":"9780792394150","price":160.49,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0940\/0622\/files\/b733054c-7171-4953-8bd1-6c126222fa88.jpg?v=1774757306","url":"https:\/\/shop.autorenwelt.de\/products\/neural-network-simulation-environments-von-josef-skrzypek-hrsg","provider":"Autorenwelt Shop","version":"1.0","type":"link"}