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Spark Performance Tuning and Optimization | Data Engineering Full Course | Lecture 40 Welcome to the fortieth lecture of the Data Engineering Full Course series by AmpCode! 🚀 In this video, we’ll explore performance tuning and optimization techniques in Apache Spark to help you maximize efficiency when processing large datasets. 🔍 What You'll Learn: Understanding Spark’s execution model and performance bottlenecks Optimizing Spark jobs using partitioning and caching Configuring memory and resource allocation for better performance Best practices for writing efficient Spark applications By the end of this lecture, you’ll have the skills to fine-tune your Spark applications for faster and more efficient big data processing. 🔔 Don’t forget to subscribe to AmpCode for more lectures and updates. If this video helps you, please like and share it with others learning data engineering. Let’s continue mastering Apache Spark together! --------------------------------------------------------------------------------------------------------- Installation links: Oracle VM Virtualbox: https://download.virtualbox.org/virtualbox/6.1.32/VirtualBox-6.1.32-149290-Win.exe HDP Sandbox link(step-by-step procedure): https://hackmd.io/@firasj/BkSQJQ8eh HDP Sandbox installation guide: https://hortonworks.com/tutorial/sandbox-deployment-and-install-guide/section/1/ ------------------------------------------------------------------------------------------------------------- Also check out our full Apache Hadoop course: https://youtube.com/playlist?list=PL6UwySlcwEYJ2hFuGIvr4VEHUAfl-GCNT ---------------------------------------------------------------------------------------------------------------------- Apache Spark Installation links: 1. Download JDK: https://www.oracle.com/in/java/technologies/downloads/#jdk19-windows 2. Download Python: https://www.python.org/downloads/ 3. Download Spark: https://spark.apache.org/downloads.html ------------------------------------------------------------------------------------------------------------- ------------------------------------------------------------------------------------------------------------- Also check out similar informative videos in the field of cloud computing: What is Big Data: https://youtu.be/-BoykjY5nKg How Cloud Computing changed the world: https://youtu.be/lf2lQAyW2b4 What is Cloud? https://youtu.be/DeCMeA9Xm2g Top 10 facts about Cloud Computing that will blow your mind! https://youtu.be/hmxNJEQ4XVY Audience This tutorial has been prepared for professionals/students aspiring to learn deep knowledge of Big Data Analytics using Apache Spark and become a Spark Developer and Data Engineer roles. In addition, it would be useful for Analytics Professionals and ETL developers as well. Prerequisites Before proceeding with this full course, it is good to have prior exposure to Python programming, database concepts, and any of the Linux operating system flavors. ----------------------------------------------------------------------------------------------------------------------- Check out our full course topic wise playlist on some of the most popular technologies: SQL Full Course Playlist- https://youtube.com/playlist?list=PL6UwySlcwEYISVLQlYi3W6rGCIo9sJM0J PYTHON Full Course Playlist- https://youtube.com/playlist?list=PL6UwySlcwEYJgM4eUQOvR1KAWryFYcclq Data Warehouse Playlist- https://youtube.com/playlist?list=PL6UwySlcwEYKxi-fQHLkVYDZrJcBawZA9 Unix Shell Scripting Full Course Playlist- https://youtube.com/playlist?list=PL6UwySlcwEYIZGsbXnUxsojD0yeUA67lb -----------------------------------------------------------------------------------------------------------------------Don't forget to like and follow us on our social media accounts: Facebook- https://www.facebook.com/ampcode Instagram- https://www.instagram.com/ampcode_tutorials/ Twitter- https://twitter.com/ampcodetutorial Tumblr- ampcode.tumblr.com ----------------------------------------------------------------------------------------------------------------------- Channel Description- AmpCode provides you e-learning platform with a mission of making education accessible to every student. AmpCode will provide you tutorials, full courses of some of the best technologies in the world today. By subscribing to this channel, you will never miss out on high quality videos on trending topics in the areas of Big Data & Hadoop, DevOps, Machine Learning, Artificial Intelligence, Angular, Data Science, Apache Spark, Python, Selenium, Tableau, AWS , Digital Marketing and many more. #pyspark #bigdata #datascience #dataanalytics #datascientist #spark #dataengineering #apachespark
