10最好的Apache Spark教程推荐

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特写 iPhone，显示 Udemy 应用程序和带笔记本的笔记本电脑有数以千计的在线课程和课程可以帮助您提高 Apache Spark 技能并获得 Apache Spark 证书。

在这篇博客文章中，我们的专家汇总了 10 个精选列表 最好的 Apache Spark 课程, 现在在线提供的教程、培训计划、课程和认证。

我们只包括那些符合我们高质量标准的课程。我们花了很多时间和精力来为您收集这些。这些课程适合所有级别的初学者、中级学习者和专家。

以下是这些课程以及它们为您提供的内容！

10最好的Apache Spark教程推荐

课程名 在校生（人数） 评论（计数）
1. Apache Spark with Scala – Hands On with Big Data! 我们的最佳选择 85392+ 15928+
2. Taming Big Data with Apache Spark and Python – Hands On! 79092+ 13378+
3. Scala and Spark for Big Data and Machine Learning 29802+ 5039+
4. Streaming Big Data with Spark Streaming and Scala – Hands On 25049+ 3317+
5. Apache Spark 3 – Spark Programming in Python for Beginners 21865+ 3811+
6. Apache Spark 2.0 with Java -Learn Spark from a Big Data Guru 20729+ 2904+
7. Spark SQL and Spark 3 using Scala Hands-On with Labs 19418+ 2468+
8. Apache Spark for Java Developers 14163+ 2333+
9. Apache Spark 3 – Spark Programming in Scala for Beginners 9364+ 1745+
10. Apache Spark 3 & Big Data Essentials in Scala | Rock the JVM 9063+ 1568+

1. Apache Spark with Scala – Hands On with Big Data! 经过 “Sundog Education by Frank Kane, Frank Kane, Sundog Education Team” Udemy课程 我们的最佳选择

“Apache Spark tutorial with 20+ hands-on examples of analyzing large data sets, on your desktop or on Hadoop with Scala!”

截至目前，超过 85392+ 人们已经注册了这门课程，而且已经结束了 15928+ 评论.

课程内容
“Getting Started
Scala Crash Course [Optional]Using Resilient Distributed Datasets (RDDs)
SparkSQL, DataFrames, and DataSets
Advanced Examples of Spark Programs
Running Spark on a Cluster
Machine Learning with Spark ML
Intro to Spark Streaming
Intro to GraphX
You Made It! Where to Go from Here.”

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2. Taming Big Data with Apache Spark and Python – Hands On! 经过 “Sundog Education by Frank Kane, Frank Kane, Sundog Education Team” Udemy课程

PySpark tutorial with 20+ hands-on examples of analyzing large data sets on your desktop or on Hadoop with Python!

截至目前，超过 79092+ 人们已经注册了这门课程，而且已经结束了 13378+ 评论.

课程内容
“Getting Started with Spark
Spark Basics and the RDD Interface
SparkSQL, DataFrames, and DataSets
Advanced Examples of Spark Programs
Running Spark on a Cluster
Machine Learning with Spark ML
Spark Streaming, Structured Streaming, and GraphX
You Made It! Where to Go from Here.”

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3. Scala and Spark for Big Data and Machine Learning 经过 Jose Portilla Udemy课程

“Learn the latest Big Data technology – Spark and Scala, including Spark 2.0 DataFrames!”

截至目前，超过 29802+ 人们已经注册了这门课程，而且已经结束了 5039+ 评论.

课程内容
Course Introduction
Scala IDE Options and Overview
Windows Scala and Spark Set-up and Installation
Mac OS Setup and Installation
Linux (Ubuntu) Setup and Installation
Scala Programming: Level One
Collections
Scala Programming: Level Two
Spark DataFrames with Scala
Introduction to Machine Learning
Regression with Spark
Classification with Spark
Model Evaluation
Clustering with Spark
PCA with Spark
DataBricks and Spark
BONUS SECTION: THANK YOU!

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4. Streaming Big Data with Spark Streaming and Scala – Hands On 经过 “Sundog Education by Frank Kane, Frank Kane, Sundog Education Team” Udemy课程

“Spark Streaming tutorial covering Spark Structured Streaming, Kafka integration, and streaming big data in real-time.”

截至目前，超过 25049+ 人们已经注册了这门课程，而且已经结束了 3317+ 评论.

课程内容
Getting Started
A Crash Course in Scala
Spark Streaming Concepts
Spark Streaming Examples with Twitter
Spark Streaming Examples with Clickstream / Apache Access Log Data
Integrating with Other Systems
Advanced Spark Streaming Examples
Spark Streaming in Production
You Made It!

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5. Apache Spark 3 – Spark Programming in Python for Beginners 经过 “Prashant Kumar Pandey, Learning Journal” Udemy课程

Data Engineering using Spark Structured API

截至目前，超过 21865+ 人们已经注册了这门课程，而且已经结束了 3811+ 评论.

课程内容
Apache Spark Introduction
Installing and Using Apache Spark
Spark Execution Model and Architecture
Spark Programming Model and Developer Experience
Spark Structured API Foundation
Spark Data Sources and Sinks
Spark Dataframe and Dataset Transformations
Aggregations in Apache Spark
Spark Dataframe Joins
Keep Learning

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6. Apache Spark 2.0 with Java -Learn Spark from a Big Data Guru 经过 “Tao W., James Lee, Level Up” Udemy课程

Learn analyzing large data sets with Apache Spark by 10+ hands-on examples. Take your big data skills to the next level.

截至目前，超过 20729+ 人们已经注册了这门课程，而且已经结束了 2904+ 评论.

课程内容
Get Started with Apache Spark
RDD
Spark Architecture and Components
Pair RDD
Advanced Spark Topic
Spark SQL
Running Spark in a Cluster
Additional Learning Materials

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7. Spark SQL and Spark 3 using Scala Hands-On with Labs 经过 “Durga Viswanatha Raju Gadiraju, Asasri Manthena” Udemy课程

A comprehensive course on Spark SQL as well as Data Frame APIs using Scala with complementary lab access

截至目前，超过 19418+ 人们已经注册了这门课程，而且已经结束了 2468+ 评论.

课程内容
Introduction
Setting up Environment using AWS Cloud9
Setting up Environment – Overview of GCP and Provision Ubuntu VM
Setup Hadoop on Single Node Cluster
Setup Hive and Spark on Single Node Cluster
Scala Fundamentals
Overview of Hadoop HDFS Commands
Apache Spark 2 using Scala – Data Processing – Overview
Apache Spark 2 using Scala – Processing Column Data using Pre-defined Functions
Apache Spark 2 using Scala – Basic Transformations using Data Frames
Apache Spark 2 using Scala – Joining Data Sets
Apache Spark using SQL – Getting Started
Apache Spark using SQL – Basic Transformations
Apache Spark using SQL – Basic DDL and DML
Apache Spark using SQL – DML and Partitioning
Apache Spark using SQL – Pre-defined Functions
Apache Spark using SQL – Pre-defined Functions – Exercises
Apache Spark using SQL – Windowing Functions
Sample scenarios with solutions

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8. Apache Spark for Java Developers 经过 “Richard Chesterwood, Matt Greencroft, Virtual Pair Programmers” Udemy课程

“Get processing Big Data using RDDs, DataFrames, SparkSQL and Machine Learning – and real time streaming with Kafka!”

截至目前，超过 14163+ 人们已经注册了这门课程，而且已经结束了 2333+ 评论.

课程内容
Introduction
Getting Started
Reduces on RDDs
Mapping and Outputting
Tuples
PairRDDs
FlatMaps and Filters
Reading from Disk
Keyword Ranking Practical
Sorts and Coalesce
Deploying to AWS EMR (Optional)
Joins
Big Data Big Exercise
RDD Performance
Module 2 – Chapter 1 SparkSQL Introduction
SparkSQL Getting Started
Datasets
The Full SQL Syntax
In Memory Data
Groupings and Aggregations
Date Formatting
Multiple Groupings
Ordering
DataFrames API
Pivot Tables
More Aggregations
Practical Exercise
User Defined Functions
SparkSQL Performance
HashAggregation
SparkSQL Performance vs RDDs
Module 3 – SparkML for Machine Learning
Linear Regression Models
Training Data
Model Fitting Parameters
Feature Selection
Non-Numeric Data
Pipelines
Case Study
Logistic Regression
Decision Trees
K Means Clustering
Recommender Systems
Module 4 -Spark Streaming and Structured Streaming with Kafka
Streaming Chapter 2 – Streaming with Apache Kafka
Streaming Chapter 3- Structured Streaming

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9. Apache Spark 3 – Spark Programming in Scala for Beginners 经过 “Prashant Kumar Pandey, Learning Journal” Udemy课程

Data Engineering using Spark Structured API

截至目前，超过 9364+ 人们已经注册了这门课程，而且已经结束了 1745+ 评论.

课程内容
Apache Spark Introduction
Installing and Using Apache Spark
Spark Execution Model and Architecture
Spark Programming Model and Developer Experience
Spark Structured API Foundation
Spark Data Sources and Sinks
Spark Dataframe and Dataset Transformations
Aggregations in Apache Spark
Spark Dataframe Joins
Keep Learning

单击此处获得 95% OFF 折扣，当您单击时将自动应用折扣

10. Apache Spark 3 & Big Data Essentials in Scala | Rock the JVM 经过 Daniel Ciocîrlan Udemy课程

“Learn Spark 3: Learn practical Big Data with Spark DataFrames, Datasets, RDDs and Spark SQL, hands-on, in Scala”

截至目前，超过 9063+ 人们已经注册了这门课程，而且已经结束了 1568+ 评论.

课程内容
Welcome
Spark Structured API: DataFrames
Spark Types and Datasets
Spark SQL
Low-Level Spark
Epilogue

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下面是一些关于学习的常见问题Apache Spark

学习Apache Spark需要多长时间？

“学习Apache Spark需要多长时间”这个问题的答案是。 . .这取决于。每个人都有不同的需求，每个人都在不同的场景下工作，所以一个人的答案可能与另一个人的答案完全不同。

考虑这些问题：你想学习 Apache Spark 是为了什么？你的出发点在哪里？您是初学者还是有使用 Apache Spark 的经验？你能练习多少？每天1小时？每周40小时？ 查看本课程关于 Apache Spark.

Apache Spark 学起来容易还是难？

不，学习 Apache Spark 对大多数人来说并不难。检查这个 关于如何学习的课程 Apache Spark 立刻！

如何快速学习Apache Spark？

学习 Apache Spark 最快的方法是先得到这个 Apache Spark 课程, 然后尽可能练习你学到的任何东西。即使每天只有 15 分钟的练习。一致性是关键.

在哪里学习 Apache Spark？

如果您想探索和学习 Apache Spark，那么 Udemy 为您提供了学习 Apache Spark 的最佳平台。查看此 关于如何学习的课程 Apache Spark 立刻！

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