Coursera 笔记

IBM/Introduction to Big Data with Spark and Hadoop/Cheat Sheet: Apache Spark

Introduction to Big Data with Spark and Hadoop

Spark 与 Hadoop 大数据入门 · IBM · 39 篇

01What Is Big Data?13

01Course Introduction大数据、Hadoop 与 Spark 入门课程
02What is Big Data?什么是大数据？
03Impact of Big Data大数据的影响
04Parallel Processing, Scaling, and Data Parallelism大数据的并行处理与可扩展性
05Big Data Tools and Ecosystem大数据工具与生态系统
06Open Source and Big Data开源与大数据
07Beyond the Hype超越炒作：大数据的真相
08Big Data Use Cases大数据应用案例
09Introduction to Emerging Big Data Technologies新兴大数据技术导论
10Summary and Highlights: Introduction to Big Data摘要和重点：大数据导论
11Practice Quiz: Introduction to Big Data练习测验：大数据导论
12Module 1 Glossary: What Is Big Data?模块 1 词汇表：什么是大数据？
13Graded Quiz: What Is Big Data?评分测验：什么是大数据？

02Introduction to the Hadoop Ecosystem14

01Introduction to HadoopHadoop 简介
02Intro to MapReduceMapReduce 简介
03Hadoop EcosystemHadoop 生态系统
04HDFSHadoop 分布式文件系统
05HIVEHive 数据仓库
06Hands-on Lab: Getting Started with Hive实践实验室：初识 Hive
07HBASEHBase 列式数据库
08Hands-on Lab: Hadoop MapReduce动手实验：Hadoop MapReduce
09Hands-on Lab: Hadoop Cluster (Optional)实践实验：Hadoop 集群（可选）
10Summary and Highlights: Introduction to Hadoop摘要和重点：Hadoop 简介
11Practice Quiz: Introduction to Hadoop练习测验：Hadoop 简介
12Cheat Sheet: Introduction to the Hadoop Ecosystem速查表：Hadoop 生态系统简介
13Module 2 Glossary: Introduction to the Hadoop Ecosystem模块 2 词汇表：Hadoop 生态系统简介
14Graded Quiz: Introduction to Hadoop Ecosystem评分测验：Hadoop 生态系统简介

03Apache Spark12

01Why use Apache Spark?为什么使用 Apache Spark？
02Functional Programming Basics函数式编程基础
03Parallel Programming using Resilient Distributed Datasets并行编程与弹性分布式数据集（RDD）
04Scale out / Data Parallelism in Apache SparkApache Spark 中的扩展与数据并行性
05Dataframes and SparkSQLSparkSQL 和 DataFrames
06Practice Lab: Getting Started with Pyspark and Pandas实践实验室：开始使用 PySpark 和 Pandas
07Hands-on Lab: Getting Started with Spark using Python动手实验室：使用 Python 开始使用 Spark
08Summary and Highlights: Introduction to Apache Spark摘要和重点：Apache Spark 导论
09Practice Quiz: Introduction to Apache Spark练习测验：Apache Spark 导论
10Cheat Sheet: Apache Spark速查表：Apache Spark
11Module 3 Glossary: Apache Spark模块 3 术语表：Apache Spark
12Graded Quiz: Apache Spark评分测验：Apache Spark

Module 03 · Apache Spark

Cheat Sheet: Apache Spark速查表：Apache Spark

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Coursera 笔记 · Noted by 千啾略 · As of 2026-09-14