![Apache Spark Full Course [2024] | Learn Apache Spark | Apache Spark Tutorial | Edureka](/_next/image?url=https%3A%2F%2Fi.ytimg.com%2Fvi%2FxDEzSxlsUpU%2Fmaxresdefault.jpg&w=3840&q=75)
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The course opens with Apache Spark's architecture and a short introduction to Scala, then covers RDDs and DataFrames before moving into Spark SQL, streaming and machine learning. Its chapter list runs on through GraphX, a comparison of Hadoop MapReduce with Spark, and a Kafka and Spark Streaming section.
Beginners who want a broad survey of the Spark ecosystem will find the scope wide. Because the course covers many components in one video, it suits learners who want an overview before choosing which area to deepen.
Use the chapter timestamps to jump to the sections most relevant to your work.
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This Edureka Spark Full Course video will help you understand and learn Apache Spark in detail. This Spark tutorial is ideal for both beginners as well as professionals who want to master Apache Spark concepts.
00:00:00 Introduction
00:00:52 Agenda
00:02:28 What is Apache Spark?
00:08:45 Apache Spark Architecture
00:21:42 How to Become a Spark Developer?
00:31:41 What is Scala?
00:34:25 Features of Scala
00:36:43 Data Types in Scala
00:38:01 Variables in Scala
01:05:54 What is RDD in Spark?
01:09:45 Features of RDD
01:11:29 Creation of RDDs
01:15:13 Operation in RDDs
01:30:13 Spark DataFrame
01:35:03 Creation of DataFrames
01:47:58 Spark SQL
01:57:48 Features of Spark SQL
02:00:02 Spark SQL Architecture
02:06:24 Starting up Spark Shell
02:21:08 Use Cases
02:39:48 Spark Streaming
02:47:29 Spark Streaming Overview
03:20:24 Use Cases
03:26:33 What is ML
03:35:37 Phases of ML
03:47:03 Different Types of ML
03:47:23 Supervised Learning
03:55:55 Reinforcement Learning
03:58:14 Reinforcement Learning - UseCase
04:00:19 Unsupervised Learning
04:09:41 Spark ML Library - Mlib
04:18:32 Typical Steps in ML Pipeline
04:21:03 Types of Graph
04:49:34 Graph Builder
04:55:34 Vertex & Edge RDD
05:27:47 Graph Algorithm
05:51:13 Spark GraphX Demo
05:21:20 Spark Java
06:06:55 Hadoop MapReduce Vs Spark
06:19:56 Apache kafka with spark streaming
06:30:36 Demo
06:43:22 Kafka Spark streaming Demo
07:09:35 Kafka Spark Streaming Project
07:13:24 Spark Use Cases
07:25:24 PySpark Installation
07:36:53 Spark Interview Question & Answers
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