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YZ Sözlüğü

Yapay Zekanın tam sözlüğü

162
kategoriler
2.032
alt kategoriler
23.060
terimler
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terimler

HDFS

Hadoop's primary distributed file system designed to store petabytes of data on standard machine clusters with automatic replication and fault tolerance.

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MapReduce

Programming paradigm and implementation for distributed processing of large datasets on clusters, dividing tasks into mapping and reduction phases.

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YARN

Hadoop's resource manager that orchestrates the allocation of CPU and memory resources to applications while managing task lifecycles in the cluster.

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HBase

Distributed, column-oriented, non-relational NoSQL database built on HDFS, offering real-time access to massive data with strong consistency.

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Hive

Data warehouse infrastructure on Hadoop enabling querying of large datasets with a SQL-like language (HiveQL) while using MapReduce for execution.

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Pig

High-level data analysis platform using the Pig Latin language to express complex data transformation programs executed on Hadoop.

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Spark

Ultra-fast unified processing engine for Big Data, offering APIs in Scala, Java, Python and R with support for SQL, streaming, machine learning and graph processing.

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ZooKeeper

Centralized distributed coordination service for maintaining configuration information, naming, distributed synchronization, and group service management.

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Flume

Distributed, reliable, and available service for collecting, aggregating, and moving large amounts of streaming data to HDFS with an agent-based architecture.

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Sqoop

Tool designed to efficiently transfer bulk data between Hadoop and structured databases such as relational databases.

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Oozie

Workflow and coordinator system for managing and executing complex Hadoop data processing pipelines with time-based and conditional dependencies.

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Mahout

Library of distributed machine learning and data mining algorithms implemented on Hadoop MapReduce for processing large datasets.

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Ambari

Hadoop cluster management and monitoring platform offering a web interface for provisioning, managing, and monitoring the complete Hadoop ecosystem.

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HCatalog

Metadata and table management service for the Hadoop ecosystem, providing a unified view of data for tools like Pig, Hive, and MapReduce.

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Avro

Data serialization system with evolving schema, providing compact and fast data formats for exchanges between Hadoop services.

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Parquet

Columnar file format optimized for analytical query performance on Hadoop, with efficient compression and support for complex types.

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Impala

Massively parallel SQL query engine for Hadoop providing low-latency interactive query performance on data stored in HDFS and HBase.

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Tez

Generalized acyclic data execution framework for Hadoop YARN, optimizing performance of complex processing by eliminating unnecessary MapReduce phases.

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Storm

Distributed real-time stream processing system for Hadoop, capable of processing massive volumes of data with millisecond-level latencies.

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terimler

Kafka

High-performance, high-availability distributed messaging platform for collecting and processing real-time data streams in the Hadoop ecosystem.

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