Course Content
Introduction to Scala and Its Role in Big Data
0/3
Introduction to Scala
Setting Up Scala Development Environment
Scala Syntax and REPL
Scala Basics – Functional and Object-Oriented Programming
0/4
Basic Scala Syntax
Control Flow in Scala
Functions in Scala
Object-Oriented Programming in Scala
Advanced Functional Programming in Scala
0/3
Immutable Data Structures
Pattern Matching and Case Classes
Working with Collections
Introduction to Big Data and Apache Spark
0/3
Understanding Big Data and Its Challenges
Introduction to Apache Spark
Setting Up Spark with Scala
Working with RDDs (Resilient Distributed Datasets)
0/3
Understanding RDDs
RDD Transformations and Actions
Handling Data with RDDs
Spark DataFrames and Datasets with Scala
0/3
Introduction to Spark DataFrames
Working with Datasets
Optimizing Performance with Catalyst Optimizer
Spark SQL and Data Processing
0/3
Introduction to Spark SQL
Working with Hive and External Databases
Data Serialization and Formats
Real-Time Big Data Processing with Spark Streaming
0/3
Understanding Spark Streaming
Processing Live Data Streams
Fault Tolerance and Checkpointing
Machine Learning with MLlib in Scala
0/3
Introduction to MLlib
Implementing Machine Learning Algorithms
Model Deployment and Evaluation
Capstone Project, Assessment & Certification
0/3
Final Big Data Project
Practical Assignments & Case Studies
Certification Exam
Certification Course: Scala for Big Data
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