{"product_id":"bigdata-analytics-for-cloud-iot-and-cognitive-computing-9781119247029","title":"BigData Analytics for Cloud IoT and Cognitive","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003eThe definitive guide to successfully integrating social, mobile, Big-Data analytics, cloud and IoT principles and technologies     The main goal of this book is to spur the development of effective big-data computing operations on smart clouds that are fully supported by IoT sensing, machine learning and analytics systems.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eTable of Contents\u003c\/b\u003e\u003cbr\u003e\u003cp\u003eAbout the Authors xi\u003c\/p\u003e \u003cp\u003ePreface xiii\u003c\/p\u003e \u003cp\u003eAbout the Companion Website xvii\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePart 1 Big Data, Clouds and Internet of Things 1\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003e1. Big Data Science and Machine Intelligence 3\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e1.1 Enabling Technologies for Big Data Computing 3\u003c\/p\u003e \u003cp\u003e1.2 Social-Media, Mobile Networks and Cloud Computing 16\u003c\/p\u003e \u003cp\u003e1.3 Big Data Acquisition and Analytics Evolution 24\u003c\/p\u003e \u003cp\u003e1.4 Machine Intelligence and Big Data Applications 32\u003c\/p\u003e \u003cp\u003e1.5 Conclusions 42\u003c\/p\u003e \u003cp\u003eHomework Problems 42\u003c\/p\u003e \u003cp\u003eReferences 43\u003c\/p\u003e \u003cp\u003e\u003cb\u003e2. Smart Clouds, Virtualization and Mashup Services 45\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e2.1 Cloud Computing Models and Services 45\u003c\/p\u003e \u003cp\u003e2.2 Creation of Virtual Machines and Docker Containers 57\u003c\/p\u003e \u003cp\u003e2.3 Cloud Architectures and Resources Management 65\u003c\/p\u003e \u003cp\u003e2.4 Case Studies of IaaS, PaaS and SaaS Clouds 77\u003c\/p\u003e \u003cp\u003e2.5 Mobile Clouds and Inter-Cloud Mashup Services 88\u003c\/p\u003e \u003cp\u003e2.6 Conclusions 98\u003c\/p\u003e \u003cp\u003eHomework Problems 98\u003c\/p\u003e \u003cp\u003eReferences 103\u003c\/p\u003e \u003cp\u003e\u003cb\u003e3. IoT Sensing, Mobile and Cognitive Systems 105\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e3.1 Sensing Technologies for Internet of Things 105\u003c\/p\u003e \u003cp\u003e3.2 IoT Interactions with GPS, Clouds and Smart Machines 111\u003c\/p\u003e \u003cp\u003e3.3 Radio Frequency Identification (RFID) 119\u003c\/p\u003e \u003cp\u003e3.4 Sensors, Wireless Sensor Networks and GPS Systems 124\u003c\/p\u003e \u003cp\u003e3.5 Cognitive Computing Technologies and Prototype Systems 139\u003c\/p\u003e \u003cp\u003e3.6 Conclusions 149\u003c\/p\u003e \u003cp\u003eHomework Problems 150\u003c\/p\u003e \u003cp\u003eReferences 152\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePart 2 Machine Learning and Deep Learning Algorithms 155\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003e4. Supervised Machine Learning Algorithms 157\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e4.1 Taxonomy of Machine Learning Algorithms 157\u003c\/p\u003e \u003cp\u003e4.2 Regression Methods for Machine Learning 164\u003c\/p\u003e \u003cp\u003e4.3 Supervised Classification Methods 171\u003c\/p\u003e \u003cp\u003e4.4 Bayesian Network and Ensemble Methods 187\u003c\/p\u003e \u003cp\u003e4.5 Conclusions 200\u003c\/p\u003e \u003cp\u003eHomework Problems 200\u003c\/p\u003e \u003cp\u003eReferences 203\u003c\/p\u003e \u003cp\u003e\u003cb\u003e5. Unsupervised Machine Learning Algorithms 205\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e5.1 Introduction and Association Analysis 205\u003c\/p\u003e \u003cp\u003e5.2 Clustering Methods without Labels 213\u003c\/p\u003e \u003cp\u003e5.3 Dimensionality Reduction and Other Algorithms 225\u003c\/p\u003e \u003cp\u003e5.4 How to Choose Machine Learning Algorithms? 233\u003c\/p\u003e \u003cp\u003e5.5 Conclusions 243\u003c\/p\u003e \u003cp\u003eHomework Problems 243\u003c\/p\u003e \u003cp\u003eReferences 247\u003c\/p\u003e \u003cp\u003e\u003cb\u003e6. Deep Learning with Artificial Neural Networks 249\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e6.1 Introduction 249\u003c\/p\u003e \u003cp\u003e6.2 Artificial Neural Networks (ANN) 256\u003c\/p\u003e \u003cp\u003e6.3 Stacked Auto Encoder and Deep Belief Network 264\u003c\/p\u003e \u003cp\u003e6.4 Convolutional Neural Networks (CNN) and Extensions 277\u003c\/p\u003e \u003cp\u003e6.5 Conclusions 287\u003c\/p\u003e \u003cp\u003eHomework Problems 288\u003c\/p\u003e \u003cp\u003eReferences 291\u003c\/p\u003e \u003cp\u003e\u003cb\u003ePart 3 Big Data Analytics for Health-Care and Cognitive Learning 293\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e\u003cb\u003e7. Machine Learning for Big Data in Healthcare Applications 295\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e7.1 Healthcare Problems and Machine Learning Tools 295\u003c\/p\u003e \u003cp\u003e7.2 IoT-based Healthcare Systems and Applications 299\u003c\/p\u003e \u003cp\u003e7.3 Big Data Analytics for Healthcare Applications 310\u003c\/p\u003e \u003cp\u003e7.4 Emotion-Control Healthcare Applications 322\u003c\/p\u003e \u003cp\u003e7.5 Conclusions 335\u003c\/p\u003e \u003cp\u003eHomework Problems 336\u003c\/p\u003e \u003cp\u003eReferences 339\u003c\/p\u003e \u003cp\u003e\u003cb\u003e8. Deep Reinforcement Learning and Social Media Analytics 343\u003c\/b\u003e\u003c\/p\u003e \u003cp\u003e8.1 Deep Learning Systems and Social Media Industry 343\u003c\/p\u003e \u003cp\u003e8.2 Text and Image Recognition using ANN and CNN 348\u003c\/p\u003e \u003cp\u003e8.3 DeepMind with Deep Reinforcement Learning 362\u003c\/p\u003e \u003cp\u003e8.4 Data Analytics for Social-Media Applications 375\u003c\/p\u003e \u003cp\u003e8.5 Conclusions 390\u003c\/p\u003e \u003cp\u003eHomework Problems 391\u003c\/p\u003e \u003cp\u003eReferences 393\u003c\/p\u003e \u003cp\u003eIndex 395\u003c\/p\u003e","brand":"John Wiley \u0026 Sons Inc","offers":[{"title":"Default Title","offer_id":49407018762583,"sku":"9781119247029","price":78.8,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0817\/1739\/5799\/files\/9781119247029.jpg?v=1730497896","url":"https:\/\/bookcurl.com\/products\/bigdata-analytics-for-cloud-iot-and-cognitive-computing-9781119247029","provider":"Book Curl","version":"1.0","type":"link"}