10 Best Apache Spark Courses and Certifications Online

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Close up iPhone showing Udemy application and laptop with notebookThere are thousands of online courses and classes that will help you improve your Apache Spark abilities and earn your Apache Spark certificate.

In this article, our specialists have actually assembled a curated list of the 10 Best of the Best Apache Spark courses, tutorials, training programs, classes and certifications that are available online right now.

We have included just those courses that satisfy our top quality requirements. We have put a great deal of effort and time into gathering these all for you. These courses are suitable for all levels, beginners, intermediate learners, and experts.

Here’s a look at these courses and what they have to offer for you!

10 Best Apache Spark Courses and Certifications Online

1. Apache Spark with Scala – Hands On with Big Data! by “Sundog Education by Frank Kane, Frank Kane, Sundog Education Team” Udemy Course Our Best Pick

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

As of right now, more than 85392+ people have enrolled in this course and there are over 15928+ reviews.

Course Content
“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! by “Sundog Education by Frank Kane, Frank Kane, Sundog Education Team” Udemy Course

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

As of right now, more than 79092+ people have enrolled in this course and there are over 13378+ reviews.

Course Content
“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 by Jose Portilla Udemy Course

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

As of right now, more than 29802+ people have enrolled in this course and there are over 5039+ reviews.

Course Content
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 by “Sundog Education by Frank Kane, Frank Kane, Sundog Education Team” Udemy Course

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

As of right now, more than 25049+ people have enrolled in this course and there are over 3317+ reviews.

Course Content
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 by “Prashant Kumar Pandey, Learning Journal” Udemy Course

Data Engineering using Spark Structured API

As of right now, more than 21865+ people have enrolled in this course and there are over 3811+ reviews.

Course Content
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 by “Tao W., James Lee, Level Up” Udemy Course

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

As of right now, more than 20729+ people have enrolled in this course and there are over 2904+ reviews.

Course Content
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 by “Durga Viswanatha Raju Gadiraju, Asasri Manthena” Udemy Course

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

As of right now, more than 19418+ people have enrolled in this course and there are over 2468+ reviews.

Course Content
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 by “Richard Chesterwood, Matt Greencroft, Virtual Pair Programmers” Udemy Course

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

As of right now, more than 14163+ people have enrolled in this course and there are over 2333+ reviews.

Course Content
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 by “Prashant Kumar Pandey, Learning Journal” Udemy Course

Data Engineering using Spark Structured API

As of right now, more than 9364+ people have enrolled in this course and there are over 1745+ reviews.

Course Content
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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10. Apache Spark 3 & Big Data Essentials in Scala | Rock the JVM by Daniel Ciocîrlan Udemy Course

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

As of right now, more than 9063+ people have enrolled in this course and there are over 1568+ reviews.

Course Content
Welcome
Spark Structured API: DataFrames
Spark Types and Datasets
Spark SQL
Low-Level Spark
Epilogue

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Here are some frequently asked questions about learning Apache Spark

How Long Does It Take to Learn Apache Spark?

The answer to the question “How long does it ttake to learn Apache Spark” is … it depends. Everyone has different needs, and everyone is operating in different scenarios, so the answer for one person may be totally different than for another person.

Consider these questions: What are you trying to Learn Apache Spark for? Where is your beginning point? Are you a beginner or do you have experience with Apache Spark? How much can you practice? 1 hour daily? 40 hours weekly? Have a look at this course about Apache Spark.

Is Apache Spark Easy Or Hard to Learn?

No, learning Apache Spark isn’t hard for the majority of people. Check this course on how to Learn Apache Spark in no time!

How to Learn Apache Spark Fast?

The fastest way to Learn Apache Spark is to first get this Apache Spark course, then practice whatever you learn whenever you can. Even if its simply 15 minutes a day of practice. Consistency is crucial.

Where to Learn Apache Spark?

If you want to explore and learn Apache Spark, then Udemy provides you the best platform to learn the Apache Spark. Check this course on how to Learn Apache Spark in no time!