{"product_id":"systems-engineering-neural-networks-hardback-9781119901990","title":"Systems Engineering Neural Networks (Hardback) 9781119901990","description":"\u003cfont face=\"Georgia\"\u003e\r\n\u003cp\u003e\u003cfont size=\"6\"\u003eSystems Engineering Neural Networks\u003c\/font\u003e\u003cbr\u003e\r\n\r\n\r\n\r\n\r\n\r\n\u003c\/p\u003e\n\u003cp\u003e\u003cfont size=\"4\"\u003eAlessandro Migliaccio (Author), Giovanni Iannone (Author)\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e9781119901990, Wiley\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eHardback, published 2 April 2023\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e240 pages\u003cbr\u003e22.9 x 15.2 x 1.4 cm, 0.907 kg\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\r\n\r\n\r\n\u003cp align=\"justify\"\u003e\u003cstrong\u003e\u003cfont size=\"3\"\u003e\u003cb\u003eSYSTEMS ENGINEERING NEURAL NETWORKS\u003c\/b\u003e \u003cp\u003e\u003cb\u003eA complete and authoritative discussion of systems engineering and neural networks\u003c\/b\u003e \u003c\/p\u003e\n\u003cp\u003eIn \u003ci\u003eSystems Engineering Neural Networks\u003c\/i\u003e, a team of distinguished researchers deliver a thorough exploration of the fundamental concepts underpinning the creation and improvement of neural networks with a systems engineering mindset. In the book, you’ll find a general theoretical discussion of both systems engineering and neural networks accompanied by coverage of relevant and specific topics, from deep learning fundamentals to sport business applications. \u003c\/p\u003e\n\u003cp\u003eReaders will discover in-depth examples derived from many years of engineering experience, a comprehensive glossary with links to further reading, and supplementary online content. The authors have also included a variety of applications programmed in both Python 3 and Microsoft Excel. \u003c\/p\u003e\n\u003cp\u003eThe book provides: \u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e A thorough introduction to neural networks, introduced as key element of complex systems\u003c\/li\u003e \u003cli\u003e Practical discussions of systems engineering and forecasting, complexity theory and optimization and how these techniques can be used to support applications outside of the traditional AI domains\u003c\/li\u003e \u003cli\u003e Comprehensive explorations of input and output, hidden layers, and bias in neural networks, as well as activation functions, cost functions, and back-propagation\u003c\/li\u003e \u003cli\u003e Guidelines for software development incorporating neural networks with a systems engineering methodology\u003c\/li\u003e\n\u003c\/ul\u003e \u003cp\u003ePerfect for students and professionals eager to incorporate machine learning techniques into their products and processes, \u003ci\u003eSystems Engineering Neural Networks \u003c\/i\u003ewill also earn a place in the libraries of managers and researchers working in areas involving neural networks.\u003c\/p\u003e\u003c\/font\u003e\u003c\/strong\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003e\u003cp\u003eABOUT THE AUTHORS\u003c\/p\u003e \u003cp\u003eACKNOWLEDGEMENTS 7\u003c\/p\u003e \u003cp\u003eHOW TO READ THIS BOOK 8\u003c\/p\u003e \u003cp\u003ePart I 9\u003c\/p\u003e \u003cp\u003e 1 A BRIEF INTRODUCTION 9\u003c\/p\u003e \u003cp\u003eTHE SYSTEMS ENGINEERING APPROACH TO ARTIFICIAL INTELLIGENCE (AI) 14\u003c\/p\u003e \u003cp\u003eSOURCES 18\u003c\/p\u003e \u003cp\u003eCHAPTER SUMMARY 18\u003c\/p\u003e \u003cp\u003eQUESTIONS 19\u003c\/p\u003e \u003cp\u003e2 DEFINING A NEURAL NETWORK 20\u003c\/p\u003e \u003cp\u003eBIOLOGICAL NETWORKS 22\u003c\/p\u003e \u003cp\u003eFROM BIOLOGY TO MATHEMATICS 24\u003c\/p\u003e \u003cp\u003eWE CAME A FULL CIRCLE 25\u003c\/p\u003e \u003cp\u003eTHE MODEL OF McCULLOCH-PITTS 25\u003c\/p\u003e \u003cp\u003eTHE ARTIFICIAL NEURON OF ROSENBLATT 26\u003c\/p\u003e \u003cp\u003eFINAL REMARKS 33\u003c\/p\u003e \u003cp\u003eSOURCES 35\u003c\/p\u003e \u003cp\u003eCHAPTER SUMMARY 36\u003c\/p\u003e \u003cp\u003eQUESTIONS 37\u003c\/p\u003e \u003cp\u003e3 ENGINEERING NEURAL NETWORKS 38\u003c\/p\u003e \u003cp\u003eA BRIEF RECAP ON SYSTEMS ENGINEERING 40\u003c\/p\u003e \u003cp\u003eTHE KEYSTONE: SE4AI AND AI4SE 41\u003c\/p\u003e \u003cp\u003eENGINEERING COMPLEXITY 41\u003c\/p\u003e \u003cp\u003eTHE SPORT SYSTEM 45\u003c\/p\u003e \u003cp\u003eENGINEERING A SPORT CLUB 51\u003c\/p\u003e \u003cp\u003eOPTIMISATION 52\u003c\/p\u003e \u003cp\u003eAN EXAMPLE OF DECISION MAKING 56\u003c\/p\u003e \u003cp\u003eFUTURISM AND FORESIGHT 60\u003c\/p\u003e \u003cp\u003eQUALITATIVE TO QUANTITATIVE 61\u003c\/p\u003e \u003cp\u003eFUZZY THINKING 64\u003c\/p\u003e \u003cp\u003eIT IS ALL IN THE TOOLS 74\u003c\/p\u003e \u003cp\u003eSOURCES 77\u003c\/p\u003e \u003cp\u003eCHAPTER SUMMARY 77\u003c\/p\u003e \u003cp\u003eQUESTIONS 78\u003c\/p\u003e \u003cp\u003ePart II 79\u003c\/p\u003e \u003cp\u003e4 SYSTEMS THINKING FOR SOFTWARE DEVELOPMENT 79\u003c\/p\u003e \u003cp\u003ePROGRAMMING LANGUAGES 82\u003c\/p\u003e \u003cp\u003eONE MORE THING: SOFTWARE ENGINEERING 94\u003c\/p\u003e \u003cp\u003eCHAPTER SUMMARY 101\u003c\/p\u003e \u003cp\u003eQUESTIONS 102\u003c\/p\u003e \u003cp\u003eSOURCES 102\u003c\/p\u003e \u003cp\u003e5 PRACTICE MAKES PERFECT 103\u003c\/p\u003e \u003cp\u003eEXAMPLE 1: COSINE FUNCTION 105\u003c\/p\u003e \u003cp\u003eEXAMPLE 2: CORROSION ON A METAL STRUCTURE 112\u003c\/p\u003e \u003cp\u003eEXAMPLE 3: DEFINING ROLES OF ATHLETES 127\u003c\/p\u003e \u003cp\u003eEXAMPLE 4: ATHLETE’S PERFORMANCE 134\u003c\/p\u003e \u003cp\u003eEXAMPLE 5: TEAM PERFORMANCE 142\u003c\/p\u003e \u003cp\u003eA human-defined-system 142\u003c\/p\u003e \u003cp\u003eHuman Factors 143\u003c\/p\u003e \u003cp\u003eThe sport team as system of interest 144\u003c\/p\u003e \u003cp\u003eImpact of Human Error on Sports Team Performance 145\u003c\/p\u003e \u003cp\u003eEXAMPLE 6: TREND PREDICTION 156\u003c\/p\u003e \u003cp\u003eEXAMPLE 7: SYMPLEX AND GAME THEORY 163\u003c\/p\u003e \u003cp\u003eEXAMPLE 8: SORTING MACHINE FOR LEGO® BRICKS 168\u003c\/p\u003e \u003cp\u003ePart III 174\u003c\/p\u003e \u003cp\u003e6 INPUT\/OUTPUT, HIDDEN LAYER AND BIAS 174\u003c\/p\u003e \u003cp\u003eINPUT\/OUTPUT 175\u003c\/p\u003e \u003cp\u003eHIDDEN LAYER 180\u003c\/p\u003e \u003cp\u003eBIAS 184\u003c\/p\u003e \u003cp\u003eFINAL REMARKS 186\u003c\/p\u003e \u003cp\u003eCHAPTER SUMMARY 187\u003c\/p\u003e \u003cp\u003eQUESTIONS 188\u003c\/p\u003e \u003cp\u003e7 ACTIVATION FUNCTION 189\u003c\/p\u003e \u003cp\u003eTYPES OF ACTIVATION FUNCTIONS 191\u003c\/p\u003e \u003cp\u003eACTIVATION FUNCTION DERIVATIVES 194\u003c\/p\u003e \u003cp\u003eACTIVATION FUNCTIONS RESPONSE TO W AND b VARIABLES 200\u003c\/p\u003e \u003cp\u003eFINAL REMARKS 202\u003c\/p\u003e \u003cp\u003eCHAPTER SUMMARY 204\u003c\/p\u003e \u003cp\u003eQUESTIONS 205\u003c\/p\u003e \u003cp\u003eSOURCES 205\u003c\/p\u003e \u003cp\u003e8 COST FUNCTION, BACK-PROPAGATION AND OTHER ITERATIVE METHODS 206\u003c\/p\u003e \u003cp\u003eWHAT IS THE DIFFERENCE BETWEEN LOSS AND COST? 209\u003c\/p\u003e \u003cp\u003eTRAINING THE NEURAL NETWORK 212\u003c\/p\u003e \u003cp\u003eBACK-PROPAGATION (BP) 214\u003c\/p\u003e \u003cp\u003eONE MORE THING: GRADIENT METHOD AND CONJUGATE GRADIENT METHOD 218\u003c\/p\u003e \u003cp\u003eONE MORE THING: NEWTON’S METHOD 221\u003c\/p\u003e \u003cp\u003eCHAPTER SUMMARY 223\u003c\/p\u003e \u003cp\u003eQUESTIONS 224\u003c\/p\u003e \u003cp\u003eSOURCES 224\u003c\/p\u003e \u003cp\u003e 9 CONCLUSIONS AND FUTURE DEVELOPMENTS 225\u003c\/p\u003e \u003cp\u003eGLOSSARY AND INSIGHTS 233\u003c\/p\u003e\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\u003cp\u003e\u003cfont size=\"3\"\u003eSubject Areas: Electronics \u0026amp; communications engineering [\u003ca title=\"See our other books on Electronics \u0026amp; communications engineering\" href=\"https:\/\/freshlyprintedbooks.co.uk\/search?q=%22Electronics%20\u0026amp;%20communications%20engineering%20%5BTJ%5D%22\"\u003eTJ\u003c\/a\u003e]\u003c\/font\u003e\u003c\/p\u003e\r\n\r\n\r\n\u003c\/font\u003e","brand":"Wiley","offers":[{"title":"Brand New","offer_id":52430994211096,"sku":"9781119901990","price":76.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0730\/2037\/5320\/files\/9781119901990.jpg?v=1784768207","url":"https:\/\/freshlyprintedbooks.co.uk\/products\/systems-engineering-neural-networks-hardback-9781119901990","provider":"Freshly Printed Books","version":"1.0","type":"link"}