Tabla de Contenidos: “…Process manager capabilities -- 8.1 Process manager summary -- 8.2 Product features capabilities -- 8.2.1 Process modeling and monitoring features -- 8.2.2 Process manager architecture -- 8.2.3 Process and activity invocation -- 8.2.4 Debugging and auditing -- 8.2.5 Activity related features -- 8.3 QoS capabilities -- 8.3.1 Availability -- 8.3.2 Operability -- 8.3.3 Performance -- 8.3.4 Security -- 8.3.5 Standards compliance -- 8.3.6 Transactionality -- Part 3 Process manager scenarios -- Chapter 9. …”

Tabla de Contenidos: “…3.2 Initial Measurements -- 3.3 Measurements Under Industrial Conditions -- 4 Layer 2 Tunnel Integration -- 4.1 Setup -- 4.2 Measurements -- 5 Outlook on Future 5G Mechanisms -- 6 Conclusion and Future Work -- References -- Vergleichende Untersuchung von PROFINET-Redundanzkonzepten für hochverfügbare Automatisierungssysteme -- 1 Grundlagen der Verfügbarkeit -- 1.1 Kenngrößen der Verfügbarkeit -- 1.2 Verfügbarkeitsberechnung -- 1.3 Verfügbarkeitsklassen -- 2 Topologiekonzepte für hochverfügbare Netzwerke und Systeme -- 2.1 Topologie 1: Nicht-redundantes PROFINET-Netzwerk -- 2.2 Topologie 2: Kombination von Medien- und S2 Systemredundanz -- 2.3 Topologie 3: Kombination von Medien- und R1 Systemredundanz -- 2.4 Topologie 4: Linientopologie mit Systemredundanz R2 -- 2.5 Prognostizierte Ausfallzeiten der Topologien -- 3 Fazit -- Literatur -- Sichere Kommunikation fur kollaborative Systeme -- 1 Einleitung -- 2 Betrachtete Use Cases und Architektur -- 2.1 Use Cases -- 2.2 Architektur -- 3 Zugehörige Arbeiten -- 4 STRIDE Analyse -- 4.1 Analyse -- 4.2 Sicherheitsanforderungen -- 4.3 Klassifikation von Verbindungen -- 5 Sicherheitskonzept -- 5.1 Geräte-Authentifizierung -- 5.2 Bedienerauthentifizierung -- 5.3 Widerruf von Zertifikaten -- 6 Zusammenfassung -- Literatur -- Systematic Test Environment for Narrowband IoT Technologies -- 1 Introduction -- 2 State of the Art -- 3 Systematic Test Environment for NB-IoT -- 3.1 Challenges and Requirements for Systematic Test Environment -- 3.2 Structure of Systematic Test Environment for NB-IoT -- 4 NB-IoT Performance Evaluation Results -- 4.1 System Tests -- 4.2 Protocol Tests -- 5 Conclusion and Outlook -- References -- CANopen Flying Master Over TSN -- 1 Introduction -- 2 State of the Art -- 2.1 CANopen Flying Master -- 2.2 PROFINET IO Redundancy -- 2.3 IEEE 802.1CB -- 2.4 Industrial 5G…”

Tabla de Contenidos: “…7.17 STOCK OPTIONS -- 7.18 TANGIBLE ASSETS -- 7.19 TREASURY SHARES -- Part Two Financial analysis and forecasting -- 8 How TO PERFORM A FINANCIAL ANALYSIS -- 8.1 WHAT IS FINANCIAL ANALYSIS? …”

Tabla de Contenidos: “…4.2 Proposed Methodology -- 4.3 Result Analysis -- 4.4 Conclusion -- 4.5 Future Work -- References -- Chapter 5 Novel Hybrid Optimal Deep Network and Optimization Approach for Human Face Emotion Recognition -- 5.1 Introduction -- 5.2 Related Work -- 5.3 System Model and Problem Statement -- 5.4 Proposed Model -- 5.4.1 Preprocessing Stage -- 5.4.2 Knowledge Based Face Detection -- 5.4.3 Image Resizing -- 5.4.4 Feature Extraction -- 5.5 Proposed HDC-GEN Classification -- 5.6 Result and Discussion -- 5.6.1 Performance Metrics Evaluation -- 5.6.2 Comparative Analysis -- 5.7 Conclusion -- References -- Chapter 6 An Application of Information Technology in Adaptive Leadership of Ministry of Ayush During Pandemic of Covid 19: A Case Study -- 6.1 Introduction -- 6.2 Ministry of AYUSH -- 6.3 Leadership Principles and Practices by Ministry of AYUSH During Covid-19 -- 6.4 Effective Communication -- 6.5 Sharing of Resources -- 6.6 Shared Decision Making -- 6.7 Training of Manpower -- 6.8 Use of IT Platform -- 6.9 Finding Opportunities for R&amp -- D During the Crisis -- 6.10 Collaborating with Stakeholders for International Day of Yoga (IDY) -- 6.11 Providing Hope When Nothing Seemed to be Working -- 6.12 Leveraging Old Knowledge -- 6.13 Conclusion -- References -- Chapter 7 Encoder-Decoder Models for Protein Secondary Structure Prediction -- 7.1 Introduction -- 7.2 Literature Review -- 7.3 Experimental Work -- 7.3.1 Data Set -- 7.3.2 Proposed Methodology -- 7.3.3 Data Preprocessing -- 7.3.4 Long Short Term Memory -- 7.4 Results and Discussion -- 7.5 Conclusion -- References -- Chapter 8 Hesitancy, Awareness, and Vaccination: A Computational Analysis on Complex Networks -- 8.1 Introduction -- 8.2 Model Formulation -- 8.3 Model Analysis on Complex Network -- 8.3.1 Effect of Vaccination Rate -- 8.3.2 Effect of Negative Rumors…”

Tabla de Contenidos: “…8.5 Additional Drive Design, Performance and Implementation Considerations -- 8.6 A Phased Approach to Gene Drive Advancement to the Field -- 8.7 Concluding Remarks -- 9 Drosophila melanogaster as a Model for Gene Drive Systems -- 9.1 Introduction -- 9.2 Engineered Transposon Drives -- 9.3 Homing Drives -- 9.3.1 Basic characteristics -- 9.3.2 Improved versions -- 9.3.3 Variants for drive control and applications -- 9.4 Shredder Drives -- 9.5 Toxin-Antidote Gene Drives -- 9.5.1 Cytoplasmic incompatibility -- 9.5.2 Medea -- 9.5.3 RNAi underdominance drives -- 9.5.4 Other underdominance drives -- 9.5.5 CRISPR toxin-antidote drives -- 9.5.6 Tethered drives -- 9.6 Self-limiting Gene Drives -- 9.6.1 Killer-rescue drives -- 9.6.2 Split drives -- 9.7 Measurement of Gene Drive Fitness -- 9.8 Comparisons with Other Organisms -- 9.9 Conclusions -- 10 Sex Ratio Manipulation Using Gene Drive for Mosquito Population Control -- 10.1 Introduction -- 10.2 Overview and General Principles of Sex Ratio Distorting (SRD) Methods -- 10.3 Meiotic Drive and Engineered X-Chromosome Shredders -- 10.4 Post-Zygotic Sex Distortion Through Sex-Specific Lethality -- 10.5 Engineering Y-Linked SRDs in Mosquitoes -- 10.6 Manipulation of Sex Determination Mechanisms -- 10.7 Conclusions -- 11 Population Modification Using Gene Drive for Reduction of Malaria Transmission -- 11.1 Introduction -- 11.2 Features of Gene Drive Population Modification Systems -- 11.3 Design Features of Parasite-Resistant Mosquitoes for Population Modification -- 11.4 Performance Objectives of Population Modification -- 11.5 Conclusions -- 12 Modelling Threshold-Dependent Gene Drives: a Case Study Using Engineered Underdominance -- 12.1 Introduction to Threshold-Dependent Gene Drives -- 12.2 Two-Locus Engineered Underdominance -- 12.3 Mathematical Modelling Approaches -- 12.4 Introduction Thresholds…”

Tabla de Contenidos: “…Flash Memory -- 6.13.1 Uses of FRAM Devices -- 6.14 Conclusion and Upcoming Trends -- References -- Chapter 7 Applications of AI/ML Algorithms in VLSI Design and Technology -- 7.1 Introduction -- 7.2 Artificial Intelligence and Machine Learning -- 7.3 AI/ML Algorithms -- 7.4 Supervised Machine Learning (SML) -- 7.5 Classification Techniques -- 7.6 K-Nearest Neighbors (KNN) -- 7.7 Support Vector Machine (SVM) -- 7.8 Linearly Separable Classification -- 7.9 Decision Tree Classifier (DTC) -- 7.10 Performance Measures in Classification -- 7.11 Unsupervised Machine Learning (UML) -- 7.12 Hierarchical Clustering -- 7.13 Partitional Clustering -- 7.14 K-Means -- 7.15 Fuzzy (soft) Clustering -- 7.16 Cluster Validation Measures -- 7.17 Internal Clustering Validation Measures -- 7.18 External Clustering Validation Criteria -- 7.19 Limitation and Challenges - VLSI -- References -- Chapter 8 Advancement of Neuromorphic Computing Systems with Memristors -- 8.1 Introduction -- 8.1.1 Evolution in Neural Networks -- 8.1.2 Study Plan and Difficulties in Exhibiting Effective Neuromorphic Computing Systems -- 8.1.3 Hardware for Neuromorphic Systems -- 8.1.4 Device-Level Perspective -- 8.1.5 Electrical Circuits to Realize Neurons -- 8.1.6 Broad Applications of Neuromorphic Computing -- 8.2 Summary -- References -- Chapter 9 Neuromorphic Computing and Its Application -- 9.1 Introduction -- 9.2 Evolution of Neuroinspired Computing Chips -- 9.3 Science Behind Brain Physics -- 9.4 Limitations of Semiconductor Devices -- 9.5 Various Combination of Networks -- 9.5.1 ANN-SNN Hybrid -- 9.5.2 Convolutional Neural Network (CNN)-Recurrent Neural Network (RNN) Hybrid -- 9.5.3 Deep Reinforcement Learning (DRL) Hybrid -- 9.5.4 Ensemble Hybrid -- 9.5.5 Different Types of Neural Networks -- 9.6 Artificial Intelligence…”

Tabla de Contenidos: “…DVB-T) Classification 53 -- 2.5.5 Relevance of the Used Statistics 55 -- 2.6 Conclusions 59 -- Acknowledgement 60 -- References 60 -- 3 Efficient IPTV Delivery over EPON 65 /AliAkbar Nikoukar, I-Shyan Hwang, and Andrew Tanny Liem -- 3.1 Introduction 65 -- 3.2 Broadband Access Network Technologies 67 -- 3.3 Live IPTV Delivery over EPON 76 -- 3.3.1 Hardware Architecture 78 -- 3.3.2 Multicast Protocol Design 80 -- 3.3.3 Pre-request Broadcasting Mechanism 81 -- 3.3.4 Performance evaluation 85 -- 3.4 Conclusions 88 -- References 88 -- 4 Content Awareness in IPTV Delivery Networks 93 /Suliman Mohamed Fati and Putra Sumari -- 4.1 Introduction 93 -- 4.2 The Key Challenges in IPTV Delivery Networks 97.…”

Tabla de Contenidos: “…Cover -- Title Page -- Copyright Page -- Contents -- Online Chapters and Appendices -- VideoNotes -- Preface -- About the Author -- PART 1 BACKGROUND -- Chapter 1 Computer System Overview -- 1.1 Basic Elements -- 1.2 Evolution of the Microprocessor -- 1.3 Instruction Execution -- 1.4 Interrupts -- 1.5 The Memory Hierarchy -- 1.6 Cache Memory -- 1.7 Direct Memory Access -- 1.8 Multiprocessor and Multicore Organization -- 1.9 Key Terms, Review Questions, and Problems -- 1A Performance Characteristics of Two-Level Memories -- Chapter 2 Operating System Overview -- 2.1 Operating System Objectives and Functions -- 2.2 The Evolution of Operating Systems -- 2.3 Major Achievements -- 2.4 Developments Leading to Modern Operating Systems -- 2.5 Fault Tolerance -- 2.6 OS Design Considerations for Multiprocessor and Multicore -- 2.7 Microsoft Windows Overview -- 2.8 Traditional UNIX Systems -- 2.9 Modern UNIX Systems -- 2.10 Linux -- 2.11 Android -- 2.12 Key Terms, Review Questions, and Problems -- PART 2 PROCESSES -- Chapter 3 Process Description and Control -- 3.1 What is a Process? …”

Tabla de Contenidos: “…-- Letting the Pros Work for You -- Protecting Your Money -- Meeting minimum standards -- Avoiding losses in bankruptcy -- Watching Out for Potential Pitfalls -- Earning more may mean contributing less -- Being at the mercy of your plan -- Chapter 5 Signing Up for a 401(k) -- Exploring Your Eligibility -- Sometimes you play a waiting game -- Sometimes you can't join at all -- Sometimes you're automatically in -- Making Your Entry Date -- Deciding How to Invest Your Money -- Chapter 6 Paying Attention to Administrative Issues -- Figuring on the Fees -- Finding the fees -- Understanding the fees -- Paying the fees -- Paying extra for extra services -- Checking on small business challenges -- Considering Funding Issues -- Making a mutual decision -- Unwrapping wrap fees -- Prospecting in the prospectus -- Knowing What You Can Know -- Working to Improve Your Plan -- Upgrading investment performance -- Searching out information -- Questioning investment strategy -- Chapter 7 Weighing Your Options When You Leave Your Employer -- Taking Your Savings with You -- A Rolling 401(k) Gathers No Taxes -- Realizing that account size matters -- Moving your money to your new employer's plan -- Waiting for the money to transfer -- Leaving Money with Your Old Employer -- Taking a Lump Sum -- Taking Stock into Account -- Part 3 undefined -- Chapter 8 Investing in an IRA -- Looking at the Basics of Your IRA -- Staying traditional -- Touching on Roth IRAs -- Benefiting from a spousal IRA -- Starting an IRA for a child -- Setting Up Your IRA -- Deciding where to invest your money -- Opening your account -- Maintaining Your IRA -- Moving Your IRA -- Chapter 9 To Roth or Not to Roth -- Predicting Future Tax Rates -- Calculating accurately -- Talking tax breaks -- The "Or Not to Roth" Section…”

Tabla de Contenidos: “…Intro -- Preface -- Organization -- Contents -- Keynote Paper -- Augmented Reality in Assembly Systems: State of the Art and Future Perspectives -- 1 Introduction -- 2 Basics on Augmented Reality -- 2.1 AR Techniques -- 2.2 AR Devices -- 2.3 AR Applications in Production Engineering -- 3 Applications in Manual Assembly Systems -- 3.1 Guidance in Assembly Tasks - Optical and Video See-Through Approaches -- 3.2 Guidance in Assembly Tasks - Image Projection Approaches -- 3.3 Guidance in Complex Assembly Tasks -- 3.4 Order Picking -- 3.5 Quality Control and Inspection -- 3.6 Integration with Sensing Devices -- 3.7 Training -- 4 Applications in Collaborative Assembly Systems -- 5 Other Potential Areas of Application -- 6 Open Issues and Future Perspectives -- 6.1 Hardware and Software Performance -- 6.2 Tracking Methods -- 6.3 User's Acceptance -- 6.4 Authoring Procedure -- 7 Conclusions -- References -- Assembly Design and Planning -- Application of a Standardized Design Procedure in the Development of Automated Micro-assembly Processes -- 1 Introduction -- 2 A Function-Based Design Procedure -- 3 The Design Procedure in Practice -- 3.1 Identify Customer Needs -- 3.2 Establish Target Specifications -- 3.3 Generate Process Concepts -- 3.4 Select Process Concepts -- 3.5 Test Process Concepts -- 3.6 Specify Final Targets -- 3.7 Plan Development -- 4 Conclusion -- References -- Towards the Automated Coverlay Assembly in FPCB Manufacturing: Concept and Preliminary Tests -- 1 Introduction -- 2 The Proposed Assembly Approach -- 2.1 Requirements -- 2.2 Gripping -- 2.3 Peeling Strategy -- 2.4 Assembly Procedure -- 3 Assembly System Architecture -- 3.1 Workcell Description -- 3.2 Gripper Architecture -- 4 Peeling Tests -- 4.1 Experimental Setup -- 4.2 Results and Discussion -- 5 Conclusions -- References…”

Tabla de Contenidos: “…Une assiette fiscale plus large et plus respectueuse de l'environnement -- Une agriculture plus efficiente et plus durable du point de vue environnemental -- Des infrastructures plus vertes -- L'état de droit et l'application effective des politiques -- Performance environnementale des pays assortis de priorités et recommandations en lien avec la croissance verte -- Croissance verte et croissance inclusive dans Objectif croissance -- Bibliographie -- Annexe 3.A. -- 4 Notes par pays -- Allemagne -- Allemagne : priorités d'Objectif croissance 2019 -- Argentine -- Argentine : Priorités d'Objectif croissance 2019 -- Afrique du Sud -- Afrique du Sud : Priorités d'Objectif croissance 2019 -- Australie -- Australie : Priorités d'Objectif croissance 2019 -- Autriche -- Autriche : Priorités d'Objectif croissance 2019 -- Belgique -- Belgique : Priorités d'Objectif croissance 2019 -- Brésil -- Brésil : Priorités d'Objectif croissance 2019 -- Canada -- Canada : Priorités d'Objectif croissance 2019 -- Chili -- Chili : priorités d'Objectif croissance 2019 -- Chine -- Chine : Priorités d'Objectif Croissance 2019 -- Colombie -- Colombie : Priorités d'Objectif croissance 2019 -- Corée -- Corée : priorités d'Objectif croissance 2019 -- Costa Rica -- Costa Rica : Priorités d'Objectif croissance 2019 -- Danemark -- Danemark : Priorités d'Objectif croissance 2019 -- Espagne -- Espagne : Priorités d'Objectif croissance 2019 -- Estonie -- Estonie : Priorités d'Objectif croissance 2019 -- États-Unis -- États-Unis : priorités d'Objectif croissance 2019 -- Fédération de Russie -- Fédération de Russie : Priorités d'Objectif croissance 2019 -- Finlande -- Finlande : Priorités d'Objectif croissance 2019 -- France -- France : Priorités d'Objectif croissance 2019 -- Grèce -- Grèce : Priorités d'Objectif croissance 2019 -- Hongrie -- Hongrie : Priorités d'Objectif croissance 2019.…”

Tabla de Contenidos: “…Intro -- Préface -- Avant-Propos -- Remerciements -- Table des matières -- Acronymes et abréviations -- Acronymes -- Abréviations -- Groupes de pays -- Notes sur les pays -- Résumé -- 1 Performance des PME et de l'entrepreneuriat en période de COVID-19 -- Une année particulière, entre pandémie mondiale et crise économique sans précédent -- Évaluation des risques et des vulnérabilités pendant la crise du COVID­19 -- La crise liée à la pandémie de COVID­19 a provoqué un choc sans précédent -- Certains secteurs et zones géographiques comptant une part disproportionnée de PME ont particulièrement souffert des restrictions liées à la pandémie de COVID­19 -- La crise a ralenti les récentes améliorations de l'accès au financement, en particulier pour les PME -- Nouvelles données d'observation sur les répercussions économiques de la crise sur l'entrepreneuriat et les PME -- Les créations d'entreprises ont connu une baisse importante au plus fort de la crise, mais le retard a depuis été comblé -- Les aides publiques ont jusque-là permis d'éviter une vague de faillites -- Les jeunes entreprises, les travailleurs indépendants et les entrepreneurs ont dû faire face à des difficultés spécifiques pendant la crise -- La crise a eu des conséquences disproportionnées sur l'activité des petites entreprises et des PME œuvrant dans les secteurs les plus touchés par les mesures de confinement -- Les petites entreprises et les PME œuvrant dans les secteurs les plus touchés par les mesures de confinement étaient les plus susceptibles de devoir cesser leurs activités -- Une part importante des PME restées ouvertes ont connu une baisse significative de leurs ventes -- Les PME des secteurs les plus touchés par les mesures de confinement ont été les plus fortement affectées, même si celles réalisant des ventes en ligne ont enregistré de meilleurs résultats…”

Tabla de Contenidos: “…Concurrence sur les marchés de produits et performance économique -- Introduction -- Résultats macroéconomiques et indicateurs de la concurrence -- Les résultats économiques ont été médiocres au cours de la dernière décennie -- Tableau 18. …”

Tabla de Contenidos: “…Consommation du secteur public en termes réels, investissement et emploi -- Commerce extérieur et évolution de la balance des opérations courantes -- Graphique 5. Performance des marchés d'exportations et taux de pénétration des importations -- Tableau 1. …”

Tabla de Contenidos: “…Chocs susceptibles d'avoir un impact sur les performances économiques -- L'assouplissement monétaire s'est poursuivi dans la zone euro -- Graphique 5. …”

Tabla de Contenidos: “…Impact des séismes sur les filières d'approvisionnement de l'industrie informatique -- Réponses émergentes -- Figure 1. Modèles de performance des organisations en matière de sécurité -- Encadré méthodologique 1. …”

Tabla de Contenidos: “…Intro -- Foreword -- The Missing Credits -- Introduction -- What's New in Photoshop CC 2014 -- About This Book -- About the Outline -- For Photographers -- The Very Basics -- About→These→Arrows -- About the Online Resources -- Missing CD -- Registration -- Feedback -- Errata -- Safari® Books Online -- Part One: The Basics -- Chapter 1: Photoshop CC Guided Tour -- Meet the Application Frame -- The Almighty Options Bar -- Swapping Screen Modes -- Changing Photoshop's Appearance -- Working with Panels -- Customizing Your Workspace -- The Tools Panel -- Common Panels -- The Power of Undo -- Changing How Far Back You Can Go -- Turning Back Time with the History Panel -- The History Brush -- The Revert Command -- Tweaking Photoshop's Preferences -- General -- Interface -- Sync Settings -- File Handling -- Performance -- Cursors -- Transparency and Gamut -- Units and Rulers -- Guides, Grid, and Slices -- Plug-Ins -- Type -- 3D -- Experimental Features -- Working with Presets -- Sharing Presets -- Chapter 2: Opening, Viewing, and Saving Files -- Creating a New Document -- Photoshop's Ready-Made Documents -- Setting Size and Resolution -- Choosing a Color Mode -- Choosing a Background -- Advanced Options -- Saving Files -- File Formats -- Opening an Existing Document -- The Open Dialog Box -- Opening Multiple Files within a Single Document -- Opening Files as Smart Objects -- Opening Recent Files -- Working with PDFs -- Working with Scanned Images -- Working with Raw Files -- Duplicating Files -- Changing Your View -- Zooming In and Out -- Moving Around in an Image -- Getting Oriented with the Navigator Panel -- Rotating Your Canvas -- Arranging Open Images -- Guides, Grids, and Rulers -- Rulers and Guides -- The Ruler Tool -- Chapter 3: Layers: The Key to Nondestructive Editing -- Layer Basics -- The Layers Panel -- Activating Layers -- Creating Layers…”

Tabla de Contenidos: “…METHODOLOGY TUTORIAL -- 2.1 Step 1: Human Error Categorization -- 2.2 Step 2: Performance-Shaping Factor Rating -- 2.3 Step 3: Human Error Probability Calculation -- 2.4 Step 4: Accounting for Dependence -- 2.5 Step 5: Minimum Cut-off Value -- 3. …”

Tabla de Contenidos: “…Cover -- Title Page -- Copyright Page -- Contents -- Preface -- Chapter 1 Strategic Infrastructural Developments to Reinforce Reconfigurable Computing for Indigenous AI Applications -- 1.1 Introduction -- 1.2 Infrastructural Requirements for AI -- 1.3 Categories in AI Hardware -- 1.3.1 Comparing Hardware for Artificial Intelligence -- 1.4 Hardware AI Accelerators to Support RC -- 1.4.1 Computing Support for AI Application: Reconfigurable Computing to Foster the Adaptation -- 1.4.2 Reconfiguration Computing Model -- 1.4.3 Reconfigurable Computing Model as an Accelerator -- 1.5 Architecture and Accelerator for AI-Based Applications -- 1.5.1 Advantages of Reconfigurable Computing Accelerators -- 1.5.2 Disadvantages of Reconfigurable Computing Accelerators -- 1.6 Conclusion -- References -- Chapter 2 Review of Artificial Intelligence Applications and Architectures -- 2.1 Introduction -- 2.2 Technological Platforms for AI Implementation-Graphics Processing Unit -- 2.3 Technological Platforms for AI Implementation-Field Programmable Gate Array (FPGA) -- 2.3.1 Xilinx Zynq -- 2.3.2 Stratix 10 NX Architecture -- 2.4 Design Implementation Aspects -- 2.5 Conclusion -- References -- Chapter 3 An Organized Literature Review on Various Cubic Root Algorithmic Practices for Developing Efficient VLSI Computing System-Understanding Complexity -- 3.1 Introduction -- 3.2 Motivation -- 3.3 Numerous Cubic Root Methods for Emergent VLSI Computing System-Extraction -- 3.4 Performance Study and Discussion -- 3.5 Further Research -- 3.6 Conclusion -- References -- Chapter 4 An Overview of the Hierarchical Temporal Memory Accelerators -- 4.1 Introduction -- 4.2 An Overview of Hierarchical Temporal Memory -- 4.3 HTM on Edge -- 4.4 Digital Accelerators -- 4.4.1 PIM HTM -- 4.4.2 PEN HTM -- 4.4.3 Classic -- 4.5 Analog and Mixed-Signal Accelerators -- 4.5.1 RCN HTM…”

Tabla de Contenidos: “…Creating a labeling workforce -- Setting up an A2I human review workflow or flow definition -- Initiating a human loop -- Leveraging Amazon A2I with Amazon Rekognition to review images -- Step 1 - Collecting your images -- Step 2 - Creating a work team -- Step 3 - Creating a human review workflow -- Step 4 - Starting a human loop -- Step 5 - Checking the human loop status -- Step 6 - Reviewing the output data -- Summary -- Chapter 12: Best Practices for Designing an End-to-End CV Pipeline -- Defining a problem that CV can solve and processing data -- Developing a CV model -- Training -- Evaluating -- Tuning -- Deploying and monitoring a CV model -- Shadow testing -- A/B testing -- Blue/Green deployment strategy -- Monitoring -- Developing an MLOps strategy -- SageMaker MLOps features -- Workflow automation tools -- Using the AWS Well-Architected Framework -- Cost optimization -- Operational excellence -- Reliability -- Performance efficiency -- Security -- Sustainability -- Summary -- Chapter 13: Applying AI Governance in CV -- Understanding AI governance -- Defining risks, documentation, and compliance -- Data risks and detecting bias -- Auditing, traceability, and versioning -- Monitoring and visibility -- MLOps -- Responsibilities of business stakeholders -- Applying AI governance in CV -- Types of biases -- Mitigating bias in identity verification workflows -- Using Amazon SageMaker for governance -- ML governance capabilities with Amazon SageMaker -- Amazon SageMaker Clarify for explainable AI -- Summary -- Index -- Other Books You May Enjoy…”