Apache Spark RDD Tutorial: Master RDD & Core Concepts | Data Engineering

Video Description

In this video, we'll dive deep into Apache Spark RDDs (Resilient Distributed Datasets) and equip you with the skills to leverage them for efficient big data processing. *What You'll Learn in this Video:* * What is Apache Spark and why is it used for Big Data? * What is RDD in Spark? * What are RDDs (Resilient Distributed Datasets) and how do they work? * How do I set up a free Spark environment using DataBricks Community Edition? * How can I implement parallel programming in Spark using RDDs? * How do I create, transform, and process data with Spark RDDs? * How do I implement key RDD transformations like map, filter, flatMap, reduceByKey, and sortBy? * What are the differences between narrow and wide transformations in Spark? * What is shuffling in Spark and why is it important? * How can I create a word count program using Spark RDDs in Python? * What are DAGs (Directed Acyclic Graphs) and lazy evaluation in Spark? * How can I monitor and troubleshoot Spark applications using the Spark UI and driver logs? * How can I save the output of spark application? * How to improve my understanding about rdds? * What are the difference between rdds, dataframes and datasets? * What are the transformations and actions in RDD. * Explain Narrow Transformations and wide transformations * What are aggregate functions? * Use of split function on top of string * How to create list of Rules * Difference between file and RDD *Timestamps:* 0:00:05 - Apache Spark Full Course Intro: RDDs & Getting Started 0:02:45 - What is Apache Spark? Features and Use Cases 0:04:15 - Distributed Computing Explained: Spark vs. Single Machine 0:07:55 - Exploring Data Sets provided by Databricks 0:11:33 - Python Collections for Spark: List, Tuple, Dict and Set 0:20:09 - Creating Spark RDDs from Python Collections 0:26:49 - Spark Data Structures: RDDs vs. DataFrames vs. DataSets 0:37:19 - Connecting to Spark cluster 0:40:57 - Spark RDDs: Actions and Transformations Explained 0:57:20 - Filter Transformation: How to Filter the data 1:01:14 - Map Transformations 1:06:53 - FlatMap Transformation 1:32:56 - Reduce By Key Transformations and sorting 1:33:08 - What is Shuffling in Spark? Understanding Wide Transformations 1:47:04 - Spark: Sort Data In ascending and Descending 1:54:30 - Saving Processed Data Into the File 2:04:50 - Putting It all together 2:14:52 - Monitoring spark Jobs by using Databricks and spark UI 2:27:00 - Lazy Evaluation: What are Dax and their use? By the end of this tutorial, you’ll be able to: * Design and implement RDD-based workflows for large-scale data processing. * Optimize Spark jobs by understanding shuffling, partitioning, and lazy evaluation. * Confidently debug and analyze jobs using Spark UI and logs. * Apply these skills to real-world problems like log analysis, ETL, and aggregations. Watch this video to learn how to create a cluster and get started with a free Databricks Community Edition account! Perfect for practicing everything demonstrated in this tutorial. https://youtu.be/tiJ4CmiXHoo 📂 Resources GitHub Repo for Notebooks: https://github.com/itversity/apache-spark-for-beginners/tree/main/Apache%20Spark%20RDD%20Tutorial%20Master%20RDD%20%26%20Core%20Concepts Please go through the following link to understand how to upload notebooks to the Databricks cluster https://docs.databricks.com/aws/en/notebooks/notebook-export-import Master Apache Spark with a complete course, including 24/7 support, real-life case studies, and hands-on assignments, check out our Udemy course here: https://www.udemy.com/course/apache-spark-and-databricks-for-beginners/?couponCode=ITV202503 If you're an absolute beginner and want to learn Python from scratch, this is the perfect place to start! https://www.udemy.com/course/python-for-beginners-hands-on/?couponCode=ITV202503 * Who Should Watch:* This tutorial is perfect for data engineers, developers, data scientists, students, and anyone interested in mastering Spark RDDs for efficient big data processing. Continue Your Learning Journey here: Full Playlist: https://www.youtube.com/playlist?list=PLf0swTFhTI8p-oRR_kN-3YWNlc4oDbDE2 Previous Video: https://youtu.be/tiJ4CmiXHoo Next Video: https://youtu.be/I1rsQSt7EL8 Don’t forget to Like, Comment, and Subscribe for more content on Apache Spark, Big Data, and Data Engineering! 🚀 Connect with Us: * Newsletter: http://notifyme.itversity.com * LinkedIn: https://www.linkedin.com/company/itversity/ * Facebook: https://www.facebook.com/itversity * Twitter: https://twitter.com/itversity * Instagram: https://www.instagram.com/itversity/ Join this channel to get access to perks: https://www.youtube.com/channel/UCakdSIPsJqiOLqylgoYmwQg/join #dataengineering #cloudcomputing #ApacheSpark #python #tutorial #bigdata #python