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    <h1>Hands-on Projects</h1>
    <p>This tutorial provides hands-on projects to apply Apache Spark concepts.</p>
    <h2>Batch Processing Project</h2>
    <h3>Implementing a Batch Processing Workflow</h3>
    <p>Build a batch processing workflow using Spark.</p>
    <h2>Streaming Analytics Project</h2>
    <h3>Implementing a Streaming Analytics Pipeline</h3>
    <p>Build a streaming analytics pipeline using Spark Streaming.</p>
    <h2>Machine Learning Pipeline Implementation</h2>
    <h3>Building a Machine Learning Pipeline</h3>
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Hands-on Projects

Introduction

Installation

Architecture

Execution Modes

Spark Submit Command

Spark Core: RDD

DataFrames and Datasets

Data Sources and Formats

Spark SQL

Spark Structured Streaming

Spark Unstructured Streaming

Performance Tuning

Machine Learning with MLlib

Graph Processing with GraphX

Advanced Spark Concepts

Deployment and Production

Real-world Applications

Integration with Big Data Ecosystem

Best Practices and Design Patterns

Hands-on Projects

Hands-on Projects

Batch Processing Project

Implementing a Batch Processing Workflow

Streaming Analytics Project

Implementing a Streaming Analytics Pipeline

Machine Learning Pipeline Implementation

Building a Machine Learning Pipeline

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