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Huawei H13-731_V2.0 Exam Syllabus Topics:

SectionObjectives
Big Data Architecture and Ecosystem- Hadoop ecosystem overview
  • 1. HDFS principles and architecture
    • 2. YARN resource management
      - Big Data fundamentals
      • 1. Big data processing architecture
        • 2. Characteristics of big data
          Big Data Security and Governance- Data security mechanisms
          • 1. Authentication and authorization
            • 2. Data encryption and protection
              - Data governance
              • 1. Metadata management
                • 2. Data quality management
                  Big Data Platform Deployment and Operations- Monitoring and maintenance
                  • 1. Fault diagnosis and troubleshooting
                    • 2. System monitoring tools
                      - Cluster deployment
                      • 1. Hadoop/Spark cluster installation
                        • 2. Configuration and tuning
                          Data Mining and Machine Learning- Data mining techniques
                          • 1. Clustering algorithms
                            • 2. Association rule mining
                              • 3. Classification algorithms
                                - Feature engineering
                                • 1. Feature selection and transformation
                                  • 2. Data preprocessing
                                    Data Storage and Processing Technologies- Distributed storage systems
                                    • 1. NoSQL databases overview
                                      • 2. HDFS data storage mechanism
                                        - Distributed computing frameworks
                                        • 1. MapReduce processing model
                                          • 2. Spark architecture and execution model
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