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  • Berlin International  (7)
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  • 1
    Online Resource
    Online Resource
    Hershey, Pa : Idea Group Pub
    UID:
    b3kat_BV035413930
    Format: 1 Online-Ressource (ix, 284 Seiten)
    Edition: Online_Ausgabe Boulder, Colo NetLibrary 2003 E-Books von NetLibrary Sonstige Standardnummer des Gesamttitels: 22382847
    ISBN: 1591401399
    Additional Edition: Reproduktion von E-business innovation and change management 2004
    Language: English
    Keywords: Electronic Commerce ; Management ; Electronic books. ; Electronic books. ; Electronic books
    URL: Full text  (Click to View (Currently Only Available on Campus))
    URL: Volltext  (Deutschlandweit zugänglich)
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  • 2
    Online Resource
    Online Resource
    Cham : Springer International Publishing AG
    UID:
    gbv_1785444174
    Format: 1 online resource (589 pages)
    ISBN: 9783319281124
    Series Statement: Water Science and Technology Library v.72
    Content: Intro -- Preface -- Acknowledgments -- Contents -- List of Contributors -- Editors Biography -- Part I: Introduction -- Chapter 1: Balanced Urban Development: Is It a Myth or Reality? -- 1.1 Introduction -- 1.2 What Makes a City Liveable? -- 1.3 Urbanisation is Inevitable -- 1.4 The Role of Water in Peri-Urban Landscapes -- 1.5 Key Challenges of Sustaining Future Urban Areas -- 1.5.1 Knowledge and Capacity Building Actions for Future Cities -- 1.6 The Process of Balanced Urban Development -- 1.7 Concluding Remarks -- References -- Part II: Peri-Urbansation -- Chapter 2: Re-Ruralising the Urban Edge: Lessons from Europe, USA & -- the Global South -- 2.1 Introduction -- 2.2 Four Ways to Revive Sydney's Peri-Urban Agriculture -- 2.3 Lessons from the Global South -- 2.4 Lessons from the Shrinking Cities -- 2.5 The Value of Temporary Uses -- 2.5.1 Temporary Use as a Strategy for Urban-Rural Reimagining -- 2.5.1.1 Cultural Sensitivity and Shared Vision -- 2.5.1.2 Identifying Shared Values and Needs -- 2.5.1.3 Identifying Enabling Infrastructure -- 2.5.2 Temporary Urbanism in the Peri-urban Riverlands of Western Sydney -- 2.6 Conclusion -- References -- Chapter 3: Nimbyism and Nature: Whose Backyard Is It Anyway? -- 3.1 Introduction -- 3.2 The Benefits of Bushland -- 3.3 The Disbenefit of Bushland -- 3.4 The Flying Fox -- 3.5 Ku-Ring-Gai Flying Fox Management -- 3.6 Learning from the Experience of Other Land Managers -- 3.7 Viable Management Options for the Ku-Ring-Gai Flying Fox Reserve -- 3.7.1 Council Management Actions -- 3.7.2 Encouraging the Community to Adapt -- 3.8 Discussion -- 3.9 Lessons Learnt -- References -- Chapter 4: Connecting Urban and Rural Futures Through Rural Design -- 4.1 Introduction -- 4.2 Rural Design -- 4.3 Rural Design for Urban Agriculture -- 4.4 Case Studies of Rural Design -- 4.5 Concluding Remarks -- References.
    Note: Description based on publisher supplied metadata and other sources
    Additional Edition: ISBN 9783319281100
    Additional Edition: Erscheint auch als Druck-Ausgabe ISBN 9783319281100
    Language: English
    Keywords: Electronic books. ; Electronic books. ; Electronic books.
    URL: FULL  ((Currently Only Available on Campus))
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  • 3
    Online Resource
    Online Resource
    Grand Rapids, Mich : Christian Classics Ethereal Library
    UID:
    kobvindex_INTNLM003590968
    Format: 1 online resource
    Edition: Boulder, Colo NetLibrary Online-Ressource Reproduction
    ISBN: 0585035423
    Series Statement: EBSCOhost eBook Collection
    Note: Access may be limited to NetLibrary affiliated libraries , Reproduction
    Additional Edition: Available in another form a
    Language: English
    Keywords: Electronic books. ; Mysticism.
    URL: Full text  (Click to View (Currently Only Available on Campus))
    Author information: SundarSingh 1889-1929
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  • 4
    Online Resource
    Online Resource
    New York, [New York] (222 East 46th Street, New York, NY 10017) :Momentum Press,
    UID:
    kobvindex_INTEBC4013269
    Format: 1 online resource (x, 121 pages) : , illustrations.
    ISBN: 9781606508862
    Series Statement: Technologies for sustainable life
    Content: This monograph documents the current of state-of-art in Thermo- Active Foundations (TAFs) suitable for efficiently and sustainably heat and cooling buildings. TAFs, also referred to as thermal or energy piles, offer innovative and sustainable alternatives to ground-source heat pumps as well as other conventional heating, ventilating, and air conditioning (HVAC) systems to heat and cool commercial as well as residential buildings in several regions in the world. In summary, this monograph collects the latest multi-disciplinary advances in modeling, designing, and monitoring TAFs. Ultimately, it is hoped that this monograph will provide a comprehensive reference for both researchers and professionals interested in structural and thermal performance of TAFs and their applications in developing integrated and sustainable equipment and systems for the built environment.
    Note: Co-published with American Society of Mechanical Engineers. , 1. Structural performance of thermo-active foundations -- 1.1 Introduction -- 1.2 Thermo-elastic soil-structure interaction -- 1.3 Design criteria -- 1.4 Thermo-mechanical load transfer analysis -- 1.4.1 Assumptions and basic aspects of the model -- 1.4.2 Load-transfer curves -- 1.4.3 Mechanical load transfer analysis -- 1.4.4 Thermo-mechanical T-z analyses -- 1.4.5 Model evaluation: impact of temperature changes -- 1.4.6 Model evaluation: impact of boundary conditions -- 1.4.7 Model evaluation: head restraint effects -- 1.4.8 Results from thermo-active foundations -- 1.5 Final comments -- 1.6 Acknowledgments -- 1.7 References -- , 2. Thermal analysis of thermoactive foundations -- 2.1 Introduction -- 2.2 Thermal modeling of TAFs -- 2.2.1 Description of TAF thermal modeling -- 2.2.2 Experimental validation -- 2.2.3 Sensitivity analysis -- 2.2.4 Impact of thermal piles on soil temperature distribution -- 2.3 Building foundation heat transfer -- 2.4 Thermal response of TAFs -- 2.5 Energy analysis of buildings with TAF systems -- 2.5.1 Application of TAFs for office buildings -- 2.5.2 Application of TAFs to residential buildings -- 2.6 Summary and conclusions -- 2.7 References -- , 3. Full scale geothermal energy pile studies at Monash University, Melbourne, Australia -- 3.1 Introduction -- 3.2 Site ground conditions -- 3.3 Instrumentation of full-scale geothermal energy piles -- 3.3.1 Single geothermal energy pile instrumentation -- 3.3.2 Instrumentation of group of geothermal energy piles -- 3.4 Heating test for single pile case -- 3.5 Mechanical tests -- 3.6 Dual pile system -- 3.6.1 Concrete curing temperature -- 3.6.2 Strains during concrete curing -- 3.7 Conclusions -- 3.8 Acknowledgments -- 3.9 References -- About the authors.
    Additional Edition: Print version: ISBN 9781606508855
    Language: English
    Keywords: Libros electronicos.
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  • 5
    Online Resource
    Online Resource
    [Santa Barbara, CA, USA] :punctum books
    UID:
    kobvindex_INTedf31616-ea2a-4c51-b932-f510b9eb8848
    Format: 1 online resource (118 pages).
    Edition: 1st edition
    ISBN: 9781947447851 , 9781947447868
    Content: At once memoir, theory, poetic prose, and fragment, No Archive Will Restore You is a feverish meditation on the body. Departing from Antonio Gramsci's summons to compile an inventory of the historical traces left in each of us, Singh engages with both the impossibility and urgent necessity of crafting an archive of the body. Through reveries on the enduring legacies of pain, desire, sexuality, race, and identity, she asks us to sense and feel what we have been trained to disavow, to re-member the body as more than itself. Why this desire for a body archive, for an assembly of history's traces deposited in me? (I worry over how to describe it, how to frame it without sounding banal or bafflingly idiosyncratic.) The body archive is an attunement, a hopeful gathering, an act of love against the foreclosures of reason. It is a way of knowing the body-self as a becoming and unbecoming thing, of scrambling time and matter, of turning toward rather than against oneself. And vitally, it is a way of thinking-feeling the body's unbounded relation to other bodies. I begin then to compile an archive of my body, an activity that from the start feels discomfortingly intimate. Too intimate and too bewildering an undertaking, because like all other bodies mine has become so many things over time, has changed dramatically through forces both natural and social. I am also, it must be noted, a person whose body has been broken and maimed many times over-a fact that I cannot yet entirely account for.
    Note: Available through punctum books. , Mode of access: World Wide Web.
    Language: English
    URL: FULL
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  • 6
    Online Resource
    Online Resource
    Cham : Springer International Publishing AG
    UID:
    kobvindex_INTEBC6422558
    Format: 1 online resource (589 pages)
    Edition: 1st ed.
    ISBN: 9783319281124
    Series Statement: Water Science and Technology Library v.72
    Note: Intro -- Preface -- Acknowledgments -- Contents -- List of Contributors -- Editors Biography -- Part I: Introduction -- Chapter 1: Balanced Urban Development: Is It a Myth or Reality? -- 1.1 Introduction -- 1.2 What Makes a City Liveable? -- 1.3 Urbanisation is Inevitable -- 1.4 The Role of Water in Peri-Urban Landscapes -- 1.5 Key Challenges of Sustaining Future Urban Areas -- 1.5.1 Knowledge and Capacity Building Actions for Future Cities -- 1.6 The Process of Balanced Urban Development -- 1.7 Concluding Remarks -- References -- Part II: Peri-Urbansation -- Chapter 2: Re-Ruralising the Urban Edge: Lessons from Europe, USA andamp -- the Global South -- 2.1 Introduction -- 2.2 Four Ways to Revive Sydney's Peri-Urban Agriculture -- 2.3 Lessons from the Global South -- 2.4 Lessons from the Shrinking Cities -- 2.5 The Value of Temporary Uses -- 2.5.1 Temporary Use as a Strategy for Urban-Rural Reimagining -- 2.5.1.1 Cultural Sensitivity and Shared Vision -- 2.5.1.2 Identifying Shared Values and Needs -- 2.5.1.3 Identifying Enabling Infrastructure -- 2.5.2 Temporary Urbanism in the Peri-urban Riverlands of Western Sydney -- 2.6 Conclusion -- References -- Chapter 3: Nimbyism and Nature: Whose Backyard Is It Anyway? -- 3.1 Introduction -- 3.2 The Benefits of Bushland -- 3.3 The Disbenefit of Bushland -- 3.4 The Flying Fox -- 3.5 Ku-Ring-Gai Flying Fox Management -- 3.6 Learning from the Experience of Other Land Managers -- 3.7 Viable Management Options for the Ku-Ring-Gai Flying Fox Reserve -- 3.7.1 Council Management Actions -- 3.7.2 Encouraging the Community to Adapt -- 3.8 Discussion -- 3.9 Lessons Learnt -- References -- Chapter 4: Connecting Urban and Rural Futures Through Rural Design -- 4.1 Introduction -- 4.2 Rural Design -- 4.3 Rural Design for Urban Agriculture -- 4.4 Case Studies of Rural Design -- 4.5 Concluding Remarks -- References , Chapter 5: Archaeology and Contemporary Dynamics for More Sustainable, Resilient Cities in the Peri-Urban Interface -- 5.1 Introduction -- 5.2 Historical Perspectives on the PUI -- 5.3 The PUI: A Contemporary Perspective -- 5.3.1 Global Environmental Change and the PUI -- 5.4 Hybrid Planning and Design for the PUI -- 5.4.1 From Integration to Hybridity -- 5.4.2 Agropolitan-Type Approaches -- 5.4.3 Disaster Risk Reduction and Integrated Watershed Management -- 5.4.4 Urban and Peri-urban Natural Resource Management -- 5.5 Concluding Remarks -- References -- Chapter 6: Decontamination of Urban Run-Off: Importance and Methods -- 6.1 Introduction -- 6.1.1 History of Stormwater Management in Australia -- 6.2 Urban Drainage Design -- 6.2.1 Contaminant Type and Load -- 6.2.2 Treated Flow -- 6.2.3 Definition -- 6.2.4 The First Flush -- 6.2.5 Sediment and Pollutant Load Modelling -- 6.2.6 The Australian Runoff Quality Guideline 2006 (ARQ) -- 6.2.7 The Catchment Hydrology -- 6.3 Proposed Design Flow Calculation -- 6.4 Location of a Treatment Measure -- 6.5 Wetlands, Natural and Constructed -- 6.6 Broad Spectrum Treatment -- 6.7 Design Performance -- 6.8 Process Design -- 6.9 The Final Device -- 6.10 Cost Effectiveness -- 6.11 Conclusion -- References -- Part III: Peri-Urban Culture and Socio-economy -- Chapter 7: Socio-Economy of Peri-Urban Areas: The Case of Lisbon Metropolitan Area -- 7.1 Introduction -- 7.2 Peri-Urban Project: Goals and Methodology -- 7.3 Lisbon Metropolitan Area -- 7.4 Dimensions and Indicators for the Design of Peri-Urban Typologies -- 7.4.1 Social Characterisation: In Between Identity, Territorial Recomposition and Community Relations -- 7.4.2 Economic Characterisation: In Between Local, Regional and Global Relations -- 7.4.3 Typologies of LMA Peri-Urban Areas -- 7.5 Conclusions -- References , Chapter 8: Changing Economic Scenario of the Peri-­Urban Area of Udaipur City, India -- 8.1 Introduction -- 8.2 Methodology -- 8.3 Results -- 8.3.1 Land Use Patterns and Urbanisation Trends -- 8.3.2 Income and Employment Patterns of Peri-Urban Households Who Did Not Sell Their Land -- 8.3.3 Income and Employment Pattern of the Peri-Urban Population Who Totally Sold the Land -- 8.4 Concluding Remarks -- References -- Chapter 9: Community Stakeholder Viewpoints on Issues of Urbanisation Along the River Ma Oya, Sri Lanka -- 9.1 Introduction -- 9.2 Ma Oya River Basin -- 9.2.1 Catchment Characteristics and Resource Uses -- 9.2.2 Urbanization -- 9.3 Conceptual Framework -- 9.3.1 Identification of Resource Use Sectors -- 9.3.2 Identification of Stakeholders -- 9.4 Community Stakeholder Consultation Process -- 9.5 Resource Uses and Issues -- 9.5.1 Conflicting Issues -- 9.5.2 Stakeholder Views on Remedial Measures -- 9.6 Discussion -- 9.7 Conclusions -- References -- Part IV: Peri-Urban Landuse Planning -- Chapter 10: The Role of Peri-Urban Land Use Planning in Resilient Urban Agriculture: A Case Study of Melbourne, Australia -- 10.1 Introduction -- 10.2 Production and Consumption -- 10.3 The Value of Peri-Urban Agriculture -- 10.4 Land Use Planning and Agriculture -- 10.5 Peri-Urban Land Use Planning in Melbourne -- 10.6 Case Study Region -- 10.7 Case Study Methodology -- 10.8 Findings -- 10.8.1 Business-as-Usual Scenario -- 10.8.2 Rural Preservation Scenario -- 10.8.3 Tenement Control Scenarios -- 10.9 Conclusion -- References -- Chapter 11: Engaging Peri-Urban Landholders in Natural Resources Management -- 11.1 Introduction -- 11.2 Methods -- 11.3 Discussion -- 11.3.1 Characteristics of Peri-Urban Landscapes -- 11.3.2 Challenges of Engaging Peri-Urban Landholders in NRM -- 11.3.3 Addressing Competing Government Priorities , 11.3.4 The High Number and Diversity of Landholders -- 11.3.5 Using an Appropriate Mix of Landholder Engagement Approaches -- 11.4 Concluding Remarks -- 11.4.1 Higher Costs Associated with Engaging Peri-Urban Landholders -- 11.4.2 Identify and Understand the Target Audience -- 11.4.3 Learn from Past Experience -- 11.4.4 Be Prepared to Try New and Innovative Approaches -- 11.4.5 Adaptive Management -- References -- Chapter 12: Implementing the Urban Farming Master Plan in Horsley Park, Western Sydney: From Planning to Reality -- 12.1 Introduction -- 12.2 Legislative and Regulatory Framework -- 12.2.1 Requirements for a Development Application and Amendment to the SEPP -- 12.2.2 Land Tax Exemptions for Primary Producers -- 12.2.3 Local Government Act and Council Rates -- 12.3 Environmental -- 12.3.1 Water Supply, Harvesting and Storage -- 12.3.2 Environmental and Noxious Weeds -- 12.3.3 Critically Endangered Cumberland Plain Woodland -- 12.4 Social -- 12.4.1 Government Procurement Process -- 12.4.2 Migrant Farmers and Generational Change -- 12.5 Conclusions -- References -- Part V: Urban Water Security -- Chapter 13: Study of Urban Water Bodies in View of Potential for Micro-climatic Cooling and Natural Purification of Waste Water -- 13.1 Introduction -- 13.2 Methodology -- 13.2.1 General -- 13.2.2 Shape Complexity -- 13.2.3 Water Quality -- 13.2.4 Land Use -- 13.2.5 Urban Micro-climatic Measurement -- 13.3 Results and Discussion -- 13.4 Limitations of the Study -- 13.5 Conclusions -- References -- Internet Sources -- Chapter 14: Groundwater Crisis of a Mega City: A Case Study of New Delhi, India -- 14.1 Introduction -- 14.2 Study Area -- 14.3 Methods -- 14.3.1 Delhi's Water Demand -- 14.3.2 Data Collection -- 14.4 Data Analysis -- 14.4.1 Groundwater Fluctuation -- 14.4.2 Impact of the Population Density -- 14.5 Future of Groundwater Resources , 14.6 Conclusion -- References -- Chapter 15: Safe Water Supply Determinants in Peri-­urban Communities of South-East Nigeria -- 15.1 Introduction -- 15.2 Study Area -- 15.3 Data Collection -- 15.4 Data Analysis -- 15.5 Results -- 15.6 Discussion -- 15.6.1 Open Defecation Near the Water Source -- 15.6.2 Dominant Type of Land Use Near Water Sources -- 15.6.3 Refuse Dump -- 15.6.4 Policy Recommendations -- 15.7 Conclusion -- References -- Chapter 16: Risks of Coal Seam and Shale Gas Extraction on Groundwater and Aquifers in Eastern Australia -- 16.1 Introduction -- 16.1.1 The Necessity for Risk Assessment and Risk Management Strategies of Fracking in Peri-Urban Areas -- 16.1.2 Groundwater Impacts from the Extraction of CSG and Shale Gas and Prevailing Current Risk Assessment Approaches -- 16.2 NSW and Queensland Codes of Practice and Risk Assessment Methodologies -- 16.2.1 The Applicability of ISO 31000 vs. Triple Bottom Line Risk Assessments -- 16.2.2 How the Nature and Location of CSG in Coal Beds Governs Extraction Processes -- 16.2.3 The Extraction of CSG and Managing the Risks of 'Produced' Water -- 16.3 Fracking and the Potential for Adverse Impacts on Groundwater, Aquifers and the Environment -- 16.4 Peri-Urban Community Concerns About Fracking in NSW and Robust Legislation -- 16.5 Peri-Urban Community Concerns About Fracking in Queensland and Robust Legislation -- 16.6 The Impacts of Predicted Large Scale Development of Shale Gas in Queensland -- 16.7 Complexity of Assessing and Managing Risks for CSG and Shale Gas Extraction -- 16.8 Limitations of ISO 31000 to Assess Risks of CSG and Shale Gas Extraction -- 16.9 The Efficacy of the United Kingdom Environmental Agency ERA Tool to Assess and Manage Risks for CSG and Shale Gas Extraction -- 16.10 The Risk Magnitude Matrix: Calculating Risk Scores from Probability and Consequences , 16.11 Qualitative vs Quantitative Risk Assessment Approaches
    Additional Edition: Print version Maheshwari, Basant Balanced Urban Development: Options and Strategies for Liveable Cities Cham : Springer International Publishing AG,c2016 ISBN 9783319281100
    Language: English
    Keywords: Electronic books
    URL: Full-text  ((OIS Credentials Required))
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  • 7
    UID:
    kobvindex_INTEBC5573403
    Format: 1 online resource (244 pages)
    Edition: 1st ed.
    ISBN: 9781788623087
    Content: This book gives you a practical, hands-on understanding of how you can leverage the power of Python and Keras to perform effective deep learning. It presents a unique problem-solution approach to tackle various problems in training different types of neural networks while taking care of the speed and accuracy of these models
    Note: Cover -- Title Page -- Copyright and Credits -- Packt Upsell -- Contributors -- Table of Contents -- Preface -- Chapter 1: Keras Installation -- Introduction -- Installing Keras on Ubuntu 16.04 -- Getting ready -- How to do it... -- Installing miniconda -- Installing numpy and scipy -- Installing mkl -- Installing TensorFlow -- Installing Keras -- Using the Theano backend with Keras -- Installing Keras with Jupyter Notebook in a Docker image -- Getting ready -- How to do it... -- Installing the Docker container -- Installing the Docker container with the host volume mapped -- Installing Keras on Ubuntu 16.04 with GPU enabled -- Getting ready -- How to do it... -- Installing cuda -- Installing cudnn -- Installing NVIDIA CUDA profiler tools interface development files -- Installing the TensorFlow GPU version -- Installing Keras -- Chapter 2: Working with Keras Datasets and Models -- Introduction -- CIFAR-10 dataset -- How to do it... -- CIFAR-100 dataset -- How to do it... -- Specifying the label mode -- MNIST dataset -- How to do it... -- Load data from a CSV file -- How to do it... -- Models in Keras - getting started -- Anatomy of a model -- Types of models -- Sequential models -- How to do it... -- Create a Sequential model -- Compile the model -- Train the model -- Evaluate the model -- Predict using the model -- Putting it all together -- Model inspection internals -- Model compilation internals -- Initialize the loss -- Model training -- Output of the sample -- Shared layer models -- Introduction - shared input layer -- How to do it... -- Concatenate function -- Keras functional APIs -- How to do it... -- The output of the example -- Keras functional APIs - linking the layers -- How to do it... -- Model class -- Image classification using Keras functional APIs -- How to do it , Chapter 3: Data Preprocessing, Optimization, and Visualization -- Feature standardization of image data -- Getting ready -- How to do it... -- Initializing ImageDataGenerator -- Sequence padding -- Getting ready -- How to do it... -- Pre-padding with default 0.0 padding -- Post-padding -- Padding with truncation -- Padding with a non-default value -- Model visualization -- Getting ready -- How to do it... -- Code listing -- Optimization -- Common code for samples -- Optimization with stochastic gradient descent -- Getting ready -- How to do it... -- Optimization with Adam -- Getting ready -- How to do it... -- Optimization with AdaDelta -- Getting ready -- How to do it... -- Adadelta optimizer -- Optimization with RMSProp -- Getting ready -- How to do it... -- Chapter 4: Classification Using Different Keras Layers -- Introduction -- Classification for breast cancer -- How to do it... -- Data processing -- Modeling -- Full code listing -- Classification for spam detection -- How to do it... -- Data processing -- Modeling -- Full code listing -- Chapter 5: Implementing Convolutional Neural Networks -- Introduction -- Cervical cancer classification -- Getting ready -- How to do it... -- Data processing -- Modeling -- Predictions -- Digit recognition -- Getting ready -- How to do it... -- Modeling -- Chapter 6: Generative Adversarial Networks -- Introduction -- GAN overview -- Basic GAN -- Getting ready -- How to do it... -- Building a generator -- Building a discriminator -- Initialize the GAN instance -- Training the GAN -- Output plots -- Average metrics of the GAN -- Boundary seeking GAN -- Getting ready -- How to do it... -- Generator -- Discriminator -- Initializing the BGAN class -- Boundary seeking loss -- Train the BGAN -- Output the plots -- Iteration 0 -- Iteration 10000 -- Metrics of the BGAN model -- Plotting the metrics -- DCGAN , Getting ready -- How to do it... -- Generator -- Summary of the generator -- Training the generator -- Discriminator -- Build the discriminator -- Summary of the discriminator -- Compile the discriminator -- Combined model - generator and discriminator -- Train the generator using feedback from a discriminator -- Putting it all together -- The output of the program -- Average metrics of the model -- Chapter 7: Recurrent Neural Networks -- Introduction -- The need for RNNs -- Simple RNNs for time series data -- Getting ready -- Loading the dataset -- How to do it... -- Instantiate a sequential model -- LSTM networks for time series data -- LSTM networks -- LSTM memory example -- Getting ready -- How to do it... -- Encoder -- LSTM configuration and model -- Train the model -- Full code listing -- Time series forecasting with LSTM -- Getting ready -- Load the dataset -- How to do it... -- Instantiate a sequential model -- Observation -- Sequence to sequence learning for the same length output with LSTM -- Getting ready -- How to do it... -- Training data -- Model creation -- Model fit and prediction -- Chapter 8: Natural Language Processing Using Keras Models -- Introduction -- Word embedding -- Getting ready -- How to do it... -- Without embeddings -- With embeddings -- Sentiment analysis -- Getting ready -- How to do it... -- Full code listing -- Chapter 9: Text Summarization Using Keras Models -- Introduction -- Text summarization for reviews -- How to do it... -- Data processing -- Encoder-decoder architecture -- Training -- See also -- Chapter 10: Reinforcement Learning -- Introduction -- The CartPole game with Keras -- How to do it... -- Implementing the DQN agent -- The memory and remember -- The replay function -- The act function -- Hyperparameters for the DQN -- DQN agent class -- Training the agent -- Dueling DQN to play Cartpole -- Getting ready , DQN agent -- init method -- Setting the last layer of the network -- Dueling policy -- Init code base -- BoltzmannQPolicy -- Adjustment during training -- Sequential memory -- How to do it... -- Plotting the training and testing results -- Other Books You May Enjoy -- Index
    Additional Edition: Print version Dua, Rajdeep Keras Deep Learning Cookbook Birmingham : Packt Publishing, Limited,c2018 ISBN 9781788621755
    Language: English
    Keywords: Electronic books
    URL: Full-text  ((OIS Credentials Required))
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