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  1. 1

    Deep Learning with Python, Second Edition. Yazar: Chollet, Francois

    Baskı/Yayın Bilgisi 2021
    İçindekiler: “…6.2.5 Regularize and tune your model -- 6.3 Deploy the model -- 6.3.1 Explain your work to stakeholders and set expectations -- 6.3.2 Ship an inference model -- 6.3.3 Monitor your model in the wild -- 6.3.4 Maintain your model -- Summary -- 7 Working with Keras: A deep dive -- 7.1 A spectrum of workflows -- 7.2 Different ways to build Keras models -- 7.2.1 The Sequential model -- 7.2.2 The Functional API -- 7.2.3 Subclassing the Model class -- 7.2.4 Mixing and matching different components -- 7.2.5 Remember: Use the right tool for the job -- 7.3 Using built-in training and evaluation loops -- 7.3.1 Writing your own metrics -- 7.3.2 Using callbacks -- 7.3.3 Writing your own callbacks -- 7.3.4 Monitoring and visualization with TensorBoard -- 7.4 Writing your own training and evaluation loops -- 7.4.1 Training versus inference -- 7.4.2 Low-level usage of metrics -- 7.4.3 A complete training and evaluation loop -- 7.4.4 Make it fast with tf.function -- 7.4.5 Leveraging fit() with a custom training loop -- Summary -- 8 Introduction to deep learning for computer vision -- 8.1 Introduction to convnets -- 8.1.1 The convolution operation -- 8.1.2 The max-pooling operation -- 8.2 Training a convnet from scratch on a small dataset -- 8.2.1 The relevance of deep learning for small-data problems -- 8.2.2 Downloading the data -- 8.2.3 Building the model -- 8.2.4 Data preprocessing -- 8.2.5 Using data augmentation -- 8.3 Leveraging a pretrained model -- 8.3.1 Feature extraction with a pretrained model -- 8.3.2 Fine-tuning a pretrained model -- Summary -- 9 Advanced deep learning for computer vision -- 9.1 Three essential computer vision tasks -- 9.2 An image segmentation example -- 9.3 Modern convnet architecture patterns -- 9.3.1 Modularity, hierarchy, and reuse -- 9.3.2 Residual connections -- 9.3.3 Batch normalization -- 9.3.4 Depthwise separable convolutions.…”
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  2. 2

    Using video in teacher education

    Baskı/Yayın Bilgisi 2003
    İçindekiler: “…Rosaen, Christine Degnan, Teresa VanStratt and Kathryn Zietlow -- Linking on-line video and curriculum to leverage community knowledge / Barry J. …”
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  3. 3

    Linking and Mining Heterogeneous and Multi-view Data

    Baskı/Yayın Bilgisi 2019
    İçindekiler: “…Clustering Multi-view Data Using Non-negative Matrix Factorization and Manifold Learning for Effective Understanding: A Survey Paper -- Chapter 9. …”
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  4. 4

    Mechanisms, roles and consequences of governance emerging issues /

    Baskı/Yayın Bilgisi 2014
    İçindekiler: “….] -- Governing public value : how to foster knowledge-intensive collaboration in the public sector / Michèle Morner, Manuel Misgeld -- Financial Performance in Indian state owned enterprises following corporate governance reforms / Stuart Locke, Geeta Duppati -- The development of the governance of regulatory networks: the case of the European telecommunications regulatory network / Angel Saz-Carranza, Francisco Longo, Susanna Salvador Iborra -- Empirical research on non-profit boards : main features and differences from the literature on corporate and public boards / Sonia Moi, Fabio Monteduro, Luca Gnan -- What drives good philanthropy? …”
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  5. 5

    Closing the Gap Between Practice and Research in Industrial Engineering

    Baskı/Yayın Bilgisi 2018
    İçindekiler: “…Wiki as an Activity Learning.…”
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  6. 6

    Big Data Analytics Proceedings of CSI 2015 /

    Baskı/Yayın Bilgisi 2018
    İçindekiler: “…Title of the Papers along with the Name of the Authors -- Need for Developing Intelligent Interfaces for Big Data Analytics in the Micro Finance Industry -- Unified Resource Descriptor over KAAS Framework Refining Cloud Dynamics -- An Adoptable and Secure Intelligent Smart Card Framework for Internet of Things and Cloud Computing -- A Framework for Ontology Learning from Taxonomic Data -- Leveraging Map-Reduce with Column Oriented Stores: Study of Solutions and Benefits -- Hadoop: Solution to Unstructured Data Handling -- Task Based Load Balancing Algorithm by Efficient Utilization of VMs in Cloud Computing -- A Load Balancing Algorithm Based on Processing Capacities of VMs in Cloud Computing -- Package Based Approach for Load Balancing in Cloud Computing -- Workload Prediction of e-Business Websites on Cloud Using Different Methods of ANN -- Data Security in Cloud Based Analytics -- Ontology Based Ranking in Search Engine -- Hidden Data extraction Using URL Templates Processing -- Automatic Generation of Ontology for Extracting Hidden Web Pages -- Importance of SLA in Cloud Computing -- A Survey on Cloud Computing -- Adapting & Reducing Cost in Cloud Paradigm (ARCCP) -- Power Aware Based Workflow Model of Grid Computing Using Ant Based Heuristic Approach -- Image Categorization Using Improved Data Mining Technique -- An Effective Hybrid Encryption Algorithm for Ensuring Cloud Data Security -- Big Data Analytics: Recent and Emerging Application in Services Industry -- An Analysis of Resource Aware Adaptive Scheduling for HPC Clusters with Hadoop -- Analytical and Perspective Approach of Big Data in Cloud Computing -- Implementation of CouchDB Views -- Evolution of FOAF and SIOC in Semantic Web: A Survey -- Classification of e-Commerce Products Using Rep-Tree And K-Mean Hybrid Approach -- A Study of Factors Affecting MapReduce Scheduling -- Outlier Detection in Agriculture Domain: Application and Techniques -- A Framework for Twitter Data Analysis -- Web Structure Mining Algorithms: A Survey -- Big Data Analytics via IoT with Cloud Service -- A Proposed Contextual Model for Big Data Analysis Using Advanced Analytics -- Ranked Search over Encrypted Cloud Data in Azure Using Secure kNN -- DCI3 Model for Privacy Preserving in Big Data -- Study of Sentiment Analysis Using Hadoop -- OPTIMA(OPinionated Tweet Implied Mining and Analysis) - An Innovative Tool to Automate Sentiment Analysis -- Mobile Agent Based MapReduce Framework for Big Data Processing -- Review of Parallel Apriori Algorithm on Map Reduce Framework for Performance Enhancement -- A Novel Approach to Realize Internet of Intelligent Things -- An Innovative Approach of Web Page Ranking Using Hadoop and MapReduce Based Cloud Framework -- SAASQUAL: A Quality Model for Evaluating SaaS on the Cloud Computing Environment -- Scalable Aspect Based Summarization in the Hadoop Environment -- Parallel Mining of Frequent Itemsets from Memory Mapped Files -- Handling Smurfing Through Big Data -- A Novel Approach for Semantic Prefetching Using Semantic Information and Semantic Association -- Optimized Cost Model with Optimal Resource Usage for Cloud -- Understanding Live Migration Techniques Intended for Resource Interference Minimization in Virtualized Cloud Environment -- Cloud Security Issues and Challenges -- A Novel Approach to Protect Cloud Environments Against DDOS Attacks -- An Approach for Workflow Scheduling in Cloud Using ACO -- Data Type Identification and Extension Validator Framework Model for Public Cloud Storage -- Robust Fuzzy Neuro System for Big Data Analytics -- Deployment of Cloud Using Open Source Virtualization: Study of VM Migration Methods and Benefits -- Implementation of Category-wise Focused Web Crawler -- MAYA: An Approach for Energy and Cost Optimization for Mobile Cloud Computing Environments -- Load Balancing in Cloud - A Systematic Review -- Cloud-Based Big Data Analytics - A Survey of Current Research and Future Directions -- Fully Homomorphic Encryption Scheme with Probabilistic Encryption Based on Euler'sTheorem and Application in Cloud Computing -- Big Data: Issues, Challenges and Techniques in Business Intelligence -- Cloud Computing in Bioinformatics and Big Data Analytics: Current Status and Future Research -- Generalized Query Processing Mechanism in CDBMS -- Deliberative Study of Security Issues in Cloud Computing -- Green Cloud Computing: An Overview -- Literature Review of QoS with Load Balancing in Cloud Computing Environment -- WAMLB: Weighted Active Monitoring Load Balancing in Cloud Computing -- Applications of Attribute Based Encryption in Cloud Computing Environment -- Query Optimization: Issues and Challenges in Mining of Distributed Data -- Comprehensive Study of Cloud Computing and Related Security Issues -- Healthcare Data Analysis Using R and MongoDB -- Data Mining Tools and Techniques for Mining Software Repositories: A Systematic Review -- SWOT Analysis of Cloud Computing Environment -- A Review on Quality of Service in Cloud Computing -- Association Rule Mining for Finding Admission Tendency of Engineering Student with Pattern Growth Appraoch -- Integrated Effect of Nearest Neighbors and Distance Measures in k-NN Algorithm.…”
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  7. 7

    Transactions on Engineering Technologies 25th World Congress on Engineering (WCE 2017) /

    Baskı/Yayın Bilgisi 2019
    İçindekiler: “…LEARNING NOISE IN WEB DATA PRIOR TO ELIMINATION -- 15. …”
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  8. 8

    Interpretable Machine Learning with Python : Build Explainable, Fair, and Robust High-Performance Models with Hands-on, Real-world Examples. Yazar: Mas�is, Serg

    Baskı/Yayın Bilgisi 2022
    İçindekiler: “…-- A business case for interpretability -- Better decisions -- More trusted brands -- More ethical -- More profitable -- Summary -- Image sources -- Dataset sources -- Further reading -- Chapter 2: Key Concepts of Interpretability -- Technical requirements -- The mission -- Details about CVD -- The approach -- Preparations -- Loading the libraries -- Understanding and preparing the data -- The data dictionary -- Data preparation -- Interpretation method types and scopes -- Model interpretability method types -- Model interpretability scopes -- Interpreting individual predictions with logistic regression -- Appreciating what hinders machine learning interpretability -- Non-linearity -- Interactivity -- Non-monotonicity -- Mission accomplished -- Summary -- Further reading -- Chapter 3: Interpretation Challenges -- Technical requirements -- The mission -- The approach -- The preparations -- Loading the libraries -- Understanding and preparing the data -- The data dictionary -- Data preparation -- Reviewing traditional model interpretation methods -- Predicting minutes delayed with various regression methods -- Classifying flights as delayed or not delayed with various classification methods -- Training and evaluating the classification models.…”
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  9. 9
  10. 10

    Advances in Informatics and Computing in Civil and Construction Engineering Proceedings of the 35th CIB W78 2018 Conference: IT in Design, Construction, and Management /

    Baskı/Yayın Bilgisi 2019
    İçindekiler: “…Intelligent Autonomous Systems -- An autonomous Thermal Scanning System with which to Obtain 3D Thermal Models of Buildings -- Productivity Improvement in the Construction Industry: A Case Study of Mechanization in Singapore -- Automated Building Information Models Reconstruction using 2D Mechanical Drawings -- Architectural Symmetry Detection from 3D Urban Point Clouds: A Derivative-Free Optimization (DFO) approach -- Sequential Pattern Analyses of Damages on Bridge Elements for Preventive Maintenance -- Sound Event Recognition-Based Classification Model for Automated Emergency Detection in Indoor Environment -- Improved Window Detection in Facade Images -- Path Planning of LiDAR-equipped UAV for Bridge Inspection Considering Potential Locations of Defects -- Automatic Annotation of Web Images for Domain-Specific Crack Classification -- A Machine Learning Approach for Compliance Checking-Specific Semantic Role Labeling of Building Code Sentences -- Requirement Text Detection from Contract Packages to Support Project Definition Determination -- In Search of Open and Practical Language-Driven BIM-based Automated Rule Checking Systems -- Image-based Localization for Facilitating Construction Field Reporting on Mobile Devices -- Towards an Automated Asphalt Paving Construction Inspection Operation -- Computer vision and deep learning for real-time pavement distress detection -- A Flight Simulator for Unmanned Aerial Vehicle Flights Over Construction Job Sites -- Bridge Inspection using Bridge Information Modeling (BrIM) and Unmanned Aerial Vehicles (UAVs) -- Part 5. …”
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  11. 11

    International Digital Imaging Correlation Society Proceedings of the First Annual Conference, 2016 /

    Baskı/Yayın Bilgisi 2017
    İçindekiler: “…Determination of Fracture Loci for Anisotropic AA6063-T6 Extrusions -- Chapter37. …”
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  12. 12

    Disciplinary Convergence in Systems Engineering Research

    Baskı/Yayın Bilgisi 2018
    İçindekiler: “…A model framework for determining dynamic architecture goals in a System-of-Systems -- Chapter18. Understanding how social network analysis can provide insights into emergent networks of systems -- Part 3: Tradespace Visualization and Exploration -- Chapter19. …”
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