Apache Spark is a high-performance open source framework for Big Data processing. Spark is the preferred choice of many enterprises and is used in many large scale systems.
Companies like Apple, Cisco, Juniper Network already use spark for various big Data projects.
Spark has versatile support for languages it supports. This makes it almost a language-agnostic tool that is loved by programmers in every popular programming language including Java, Scala, and Python.
Spark development career is a lucrative option for programmers who know big Data work. Learning spark is very easy with plenty of free tutorials online. Below is a list of good tutorials that will help any spark aspirant to learn it quickly.
Apache Spark Tutorials For Beginners: Simple and Focused Learning
Beginners can use below tutorials as a starting point for quick learning. These tutorials are simple and easy to follow.
- Spark Tutorial | A Beginner’s Guide to Apache Spark | Edureka
- Learn Apache Spark – Best Apache Spark Tutorials | Hackr.io
- Spark Tutorial | A Beginner’s Guide to Apache Spark | Edureka
- Apache Spark Tutorial: Getting Started with Apache Spark Tutorial
- Apache Spark Tutorial –Run your First Spark Program
- GitHub – deanwampler/spark-scala-tutorial: A free tutorial for Apache Spark.
- Basics of Apache Spark Tutorial | Simplilearn
- Apache Spark Tutorial: Machine Learning (article) – DataCamp
- 21 Steps to Get Started with Apache Spark using Scala
- Spark tutorial: Get started with Apache Spark | InfoWorld
- Deep Learning With Apache Spark: Part 1
- The Ultimate Cheat Sheet to Apache Spark! – Suchit Majumdar – Medium
Apache Spark eBooks and PDF Tutorials
Apache Spark is a big framework with tons of features that can not be described in small tutorials. You may find many free eBooks and PDF downloadable tutorials on Spark that can be used offline.
- Holden
- Itas Workshop
- Apache Spark Tutorial
- Cloudera Spark
- Mastering Apache Spark 2.0
- [ebook] 7 Steps for a Developer to Learn Apache Spark
- Apache Spark
- Pyspark
- Getting Started With Apache Spark
- Apache Spark Primer 170303
- eBook: A Gentle Introduction to Apache Spark™ | CIO
- O’Reilly eBook: Learn the Secrets to Optimizing Apache Spark – Mesosphere
- Getting Started with Apache Spark | MapR
- eBook: A Gentle Introduction to Apache Spark™ | Computerworld
- eBooks – Databricks Resources
Best Video Tutorials On Apache Spark
Video tutorials can help you see commands and code working in real action. Many times words cannot describe something that you can visually comprehend easily. Apache Spark video tutorials can be a really good way to start learning as a beginner.
- Apache Spark Beginners Tutorials – YouTube
- Intro to Apache Spark Training – Part 1 of 3 – YouTube
- PySpark Training | PySpark Tutorial for Beginners | Apache Spark with
Python | Edureka – YouTube - Spark Training – YouTube
- Free Hadoop Training: Spark Essentials | MapR
- Apache Spark – YouTube
- Intro to Apache Spark for Java and Scala Developers – Ted Malaska
(Cloudera) – YouTube - Pyspark Tutorial | Introduction to Apache Spark with Python | PySpark
Training | Edureka – YouTube - Apache Spark Tutorial | Spark Tutorial for Beginners | Apache Spark
Training | Edureka – YouTube - Apache Spark Tutorial | Spark tutorial | Python Spark – YouTube
- Advanced Apache Spark Training – Sameer Farooqui (Databricks) – YouTube
- Big Data Analytics using Python and Apache Spark | Machine Learning
Tutorial – YouTube - Intro to Apache Spark for Java and Scala Developers – Ted Malaska
(Cloudera) – YouTube - Apache Spark Tutorial – YouTube
- Apache Spark Tutorials – YouTube
- Apache Spark Tutorials – Frank Kane – YouTube
- Apache Spark Tutorial – Scala – From Novice to Expert – YouTube
- Apache Spark Tutorial Python with PySpark – YouTube
- Intro to Apache Spark Streaming | NewCircle Training – YouTube
Apache Spark Cheatsheets and Quick References
Spark support multiple commands in many different languages. It is best to have a cheat sheet handy with all commands that can be used as a quick reference while you are doing a project in Spark or related technology.
- Documentation | Apache Spark
- PySpark Cheat Sheet: Spark DataFrames in Python (article) – DataCamp
- Getting Started with Apache Spark
- Spark Cheat Sheets (Dzone)
- PySpark Cheat Sheet | Spark RDD Commands in Python | Edureka
- Apache Spark Programming Cheat Sheet – GitHub
- PySpark Cheatsheet | Qubole
- The Essential Apache Spark Cheat Sheet
- Pyspark Sql Cheat Sheet Python
- PySpark Cheat Sheet: Spark in Python – Data Science Central
- Spark Cheatsheet – techniques – Data Science, Analytics and Big Data discussions
Websites and Blogs About Apached Spark : Stay Up to date with Spark Trends
Staying up to date with the latest trends can be really easy by following blogs from Spark experts on the web. I have listed a few blogs on this page to get started, however, you may find many others.
- Big Data | CourseraChevron
- MapR offers free Apache Spark training for developers – SiliconANGLE
- Free Hadoop, Spark Training; Advanced Analytics Market Grows: Big Data
Roundup – InformationWeek - Spark Trainings – Adolescent Health Initiative
- Online Apache Spark Training Programs – Hadoop, Hive, Nifi, and More |
Hortonworks - Cloudera Spark
- Apache Spark – The Databricks Blog
- Apache Spark: Introduction, Examples and Use Cases | Toptal
- Spark 101: What Is It, What It Does, and Why It Matters | MapR
- Introduction to Apache Spark – Explore Artificial Intelligence – Medium
- Learn Apache Spark: A Comprehensive Guide – Whizlabs Blog
- Apache Spark | Machine Learning Blog
- Using Apache Spark for Data Processing: Lessons Learned | Acquia
- Spark Archives – Cloudera Engineering Blog
- How to use Apache Spark to make predictions for preventive maintenance –
BMC Blogs - What is Spark – A Comparison Between Spark vs. Hadoop
- Spark Archives – Data Science Blog by Domino
- Spark Tutorial – Learn Spark from experts – Intellipaat
Get Community Help On Apache Spark: Forums and Discussion Boards
Getting help on Spark can be easy online. There are many forums available and the community is active and big. You can also visit the frequently asked questions section on some of these forums to learn about common beginners hurdles while learning and using Spark.
- Community | Apache Spark
- All Posts – Databricks Community Forum
- Advanced Analytics (Apache Spark) – Cloudera CommunityCloudera Community
- Apache Spark Questions | edureka! ForumApache Spark Questions | edureka! Forum
- Google Groups
- Apache Hadoop or Apache Spark – Big Data – Whizlabs Discussion Forums
- Apache Spark real-time analytics with YugaByte – General – YugaByte DB
Community Forum - Ann
- Apache Spark and Scala Project question | [H]ard|Forum
- Apache Spark – Which language to pick? – Sudo vs Root – Discussion Forum by
Skcript - Mendix Forum
Summary
Apache Spark is a popular framework. Learning can be easy with these tutorials. I hope you like this list. Please share and suggest any improvements in the comments.
