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690Published 2021Table of Contents: “...Compilers, Tools and Environments -- ALONA: Automatic Loop Nest Approximation with Reconstruction and Space Pruning -- Automatic low-overhead load-imbalance detection in MPI applications -- Performance and Power Modeling, Prediction and Evaluation -- Trace-driven Workload Generation and Execution -- Bilas Update on the Asymptotic Optimality of LPT -- E2EWatch: An End-to-end Anomaly Diagnosis Framework for Production HPC Systems -- Scheduling and Load Balancing -- Collaborative GPU Preemption via Spatial Multitasking for Efficient GPU Sharing -- A Fixed-Parameter Algorithm for Scheduling Unit dependent Tasks with Unit Communication Delays -- Plan-based Job Scheduling for Super computers with Shared Burst Buffers -- Taming Tail Latency in Key-Value Stores: a Scheduling Perspective -- A log-linear(2+5/6)-approximation algorithm for parallel machine scheduling with a single orthogonal resource -- An MPI-Parallel Algorithm for Mapping Complex Networks onto Hierarchical Architectures -- Pipelined Model Parallelism: Complexity Results and Memory Considerations -- Data Management, Analytics and Machine Learning -- Efficient and Systematic Partitioning of Large and Deep Neural Networks for Parallelization -- A GPU Architecture Aware Fine-Grain Pruning Technique for Deep Neural Networks -- Towards Flexible and Compiler-Friendly Layer Fusion for CNNs on Multicore CPUs -- Smart Distributed Data Sets for Stream Processing -- Cluster, Cloud and Edge Computing -- Colony: Parallel Functions as a Service on the Cloud-Edge Continuum -- Horizontal Scaling in Cloud using Contextual Bandits -- Geo-Distribute Cloud Application at the Edge -- A Fault Tolerant and Deadline Constrained Sequence Alignment Application on Cloud-based Spot GPU Instances -- Sustaining Performance While Reducing Energy Consumption: A Control Theory Approach -- Theory and Algorithms for Parallel and Distributed Processing -- Algorithm design for Tensor Units -- A Scalable Approximation Algorithm for Weighted Longest Common Subsequence -- TSL Queue: An E‑cient Lock-free Design for Priority Queues -- G-Morph: Induced Subgraph Isomorphism Search of Labeled Graphs on a GPU -- Parallel and Distributed Programming, Interfaces, and Languages -- Accelerating Graph Applications Using Phased Transactional Memory -- Efficient GPU Computation using Task Graph Parallelism -- Towards High Performance Resilience using Performance Portable Abstractions -- Enhancing Load-Balancing of MPI Applications with Workshare -- Particle-In-Cell Simulation using Asynchronous Tasking -- Multicore and Manycore Parallelism -- Exploiting co-execution with one API: heterogeneity from a modern perspective -- Parallel Numerical Methods and Applications -- Designing a 3D Parallel Memory-Aware Lattice Boltzmann Algorithm on Manycore Systems -- Fault-tolerant LU factorization is low cost -- Mixed Precision Incomplete and Factorized Sparse Approximate Inverse Preconditioning on GPUs -- Outsmarting the Atmospheric Turbulence for Ground-Based Telescopes Using the Stochastic Levenberg-Marquardt Method -- GPU Accelerated Mahalanobis-average Hierarchical Clustering Analysis -- High performance architectures and accelerators -- PrioRAT: Criticality-Driven Prioritization Inside the On-Chip Memory Hierarchy -- Optimized Implementation of the HPCG Benchmark on Recongurable Hardware....”
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697Table of Contents: “...Nonlinear Format 27 -- NoSQL Database Tools 28 -- Programming and Database Operations 29 -- Object- Relational Mapping 30 -- Process to Gauge Impact 31 -- Summary 33 -- Exam Essentials 34 -- Review Questions 36 -- Chapter 3 SQL and Scripting 41 -- Flavors of SQL 42 -- Data Definition Language 43 -- Data Manipulation Language 46 -- Set- Based Logic 50 -- Transaction Control Languages 54 -- ACID Principles 58 -- SQL 58 -- Programmatic SQL 59 -- SQL and Set-Based Logic 68 -- Automating Operations 72 -- Script Purpose and Runtime Location 74 -- Languages 75 -- Command- Line Scripting 76 -- Summary 77 -- Exam Essentials 79 -- Review Questions 81 -- Chapter 4 Database Deployment 87 -- Planning and Design 88 -- Requirements Gathering 88 -- Database Architecture 99 -- Schema Design 106 -- Design Documentation 116 -- Implementation, Testing, and Deployment 121 -- Acquisition of Assets 121 -- Phases of Deployment 122 -- Database Connectivity 122 -- Testing 127 -- Database Validation 135 -- Summary 139 -- Exam Essentials 140 -- Review Questions 142 -- Chapter 5 Database Management and Maintenance 147 -- Monitoring and Reporting 148 -- System Alerts and Notifications 149 -- Log Files 157 -- Deadlock Monitoring 158 -- Connections and Sessions 159 -- Maintenance 160 -- Database Stability 160 -- Database Performance 163 -- Database Reliability 168 -- Facilitating Operations 172 -- Data Management Tasks 180 -- Data Management 181 -- Summary 189 -- Exam Essentials 191 -- Review Questions 193 -- Chapter 6 Governance, Security, and Compliance 199 -- Data Governance 200 -- Data Governance Roles 200 -- Access Requirements 201 -- Data Retention 206 -- Identity and Access Management 207 -- Identification, Authentication, and Authorization 207 -- Authentication Techniques 208 -- Password Policies 209 -- Account Types 211 -- Data Security 212 -- Protecting Data at Rest 213 -- Protecting Data in Transit 213 -- Data Loss Prevention 216 -- Data Classification 217 -- Personally Identifiable Information 217 -- Protected Health Information 218 -- Payment Card Information 220 -- Regional Requirements 221 -- Breach Reporting Requirements 222 -- Routine Auditing 223 -- Expired Accounts 223 -- Connection Requests 223 -- SQL Code 224 -- Credential Storage Checks 224 -- Summary 225 -- Exam Essentials 225 -- Review Questions 227 -- Chapter 7 Database Security 231 -- Database Infrastructure Security 232 -- Physical Security 232 -- Logical Security 237 -- Database Attacks 242 -- SQL Injection 242 -- Denial of Service 248 -- On- Path Attacks 249 -- Malware 250 -- Phishing 253 -- Password Attacks 255 -- Summary 255 -- Exam Essentials 256 -- Review Questions 258 -- Chapter 8 Business Continuity 265 -- The Nature of Disaster 266 -- Natural Disasters 266 -- Human-Made Disasters 272 -- Disaster Recovery Planning 275 -- Prioritizing Disaster Recovery Efforts 275 -- Disaster Recovery Documentation 277 -- Disaster Recovery Technology 280 -- Disaster Recovery Plan Testing 285 -- Lessons Learned 287 -- Plan Maintenance 288 -- Backup and Restore 288 -- Summary 292 -- Exam Essentials 293 -- Review Questions 294 -- Appendix Answers to Review Questions 299 -- Chapter 2: Database Fundamentals 300 -- Chapter 3: SQL and Scripting 301 -- Chapter 4: Database Deployment 304 -- Chapter 5: Database Management and Maintenance 309 -- Chapter 6: Governance, Security, and Compliance 312 -- Chapter 7: Database Security 314 -- Chapter 8: Business Continuity 316 -- Index 319....”
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699Dēta saiensu no tame no tōkeigaku nyūmon : yosoku, bunrui, tōkei moderingu, tōkeiteki kikai gakushū to R/Python puroguramingu /Connect to the full text of this electronic bookデータサイエンスのための統計学入門 : 予測, 分類, 統計モデリング, 統計的機械学習とR/Pythonプログラミング /
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