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