Data Engineering with PySpark – 250705

Data Engineering with PySpark – 250705

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Course Curriculum:

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Course Content

1.Getting Started

Lesson Content

0% Complete 0/9 Steps

Spark Introduction Part – 1

Notes – What is Big Data?

Spark Interview Questions – Big Data

Notes – Hadoop MapReduce vs Spark

Notes – Why Spark is the Part of All Data Engineering Projects

Spark Introduction Part – 2

Notes – What is Spark?

Spark Interview Questions – Spark

Notes – Spark Applications and Use Cases

Lesson Content

0% Complete 0/2 Steps

Spark Installation

Spark Installation Part – 2

Lesson Content

0% Complete 0/11 Steps

Spark RDD Part – 1

Notes – RDD in Spark

Spark Interview Questions – RDD in Spark

Notes – Spark Architecture

Spark RDD Part-2

Notes – Transformation on RDD in Spark

Spark Interview Questions – Transformation on RDD

Notes – Action on RDD in Spark

Spark Interview Questions – Action on RDD

Notes – RDD Partitioning in Spark

Notes – RDD Lazy Evaluation in Spark

Lesson Content

0% Complete 0/9 Steps

Wordcount and Log Analytics using RDD Operations

Spark RDD – Weblog Analytics Project

Spark RDD – Web Analytics and Movielens Analysis

Deep Dive into Data Lake

Notes – Data Lake

Notes – ETL vs ELT

Notes – Schema on read vs Schema on write

Notes – Batch vs Micro-batch vs Stream Data Collection

Notes – Batch vs Micro-batch vs Stream Processing

Lesson Content

0% Complete 0/4 Steps

Gen AI, Prompt Engineering and LLM

Notes – Gen AI

Notes – Prompt Engineering

Lesson Content

0% Complete 0/7 Steps

Spark SQL DataFrames

Notes – Spark SQL

Spark Interview Questions – Spark SQL

Notes – DataFrames in Spark

Spark Interview Questions – DataFrames in Spark

Spark SQL Weblog Analytics Retail Analytics

Spark SQL Weblog Analytics

Lesson Content

0% Complete 0/6 Steps

Introduction to Spark Streaming

Notes – Spark Streaming

Spark Interview Questions – Spark Streaming

Notes – Real-time Processing vs Batch Processing

Spark Streaming Part – 2

Notes – Dstream vs Structured Streaming in Spark

Lesson Content

0% Complete 0/4 Steps

Spark Streaming Graphx Mllib

Notes – Graphx in Spark

Notes – MLlib in Spark

Spark Practical – GraphX MLlib

Lesson Content

0% Complete 0/2 Steps

Data Engineering Best Practices Part-1

Data Engineering Best Practices Part-2