Parallel and Distributed Computing

  1. Large-Scale Data Processing
    1. MapReduce Framework
      1. MapReduce Programming Model
        1. Map Function
          1. Reduce Function
            1. Combiner Function
            2. MapReduce Execution
              1. Job Scheduling
                1. Data Locality
                  1. Fault Tolerance
                  2. MapReduce Algorithms
                    1. Word Count
                      1. Inverted Index
                        1. PageRank
                          1. K-means Clustering
                        2. Apache Hadoop Ecosystem
                          1. Hadoop Distributed File System
                            1. HDFS Architecture
                              1. Data Replication
                                1. Block Management
                                  1. Fault Tolerance
                                  2. YARN Resource Manager
                                    1. Resource Allocation
                                      1. Application Management
                                        1. Scheduling Policies
                                        2. Hadoop MapReduce
                                          1. Job Execution
                                            1. Task Scheduling
                                              1. Speculative Execution
                                            2. Apache Spark
                                              1. Spark Architecture
                                                1. Driver Program
                                                  1. Cluster Manager
                                                    1. Executors
                                                    2. Resilient Distributed Datasets
                                                      1. RDD Operations
                                                        1. RDD Lineage
                                                          1. RDD Persistence
                                                          2. Spark Components
                                                            1. Spark SQL
                                                              1. Spark Streaming
                                                                1. MLlib
                                                                  1. GraphX
                                                                2. Stream Processing
                                                                  1. Stream Processing Models
                                                                    1. Apache Storm
                                                                      1. Apache Kafka

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                                                                    8. Distributed Algorithms

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                                                                    10. Cloud Computing