Big Data Development with Apache Spark E-Learning
Order this unique E-Learning course today!
✔️ 1 year 24/7 access to rich interactive videos with voice support.
✔️ Includes progress monitoring via reports and tests to immediately strengthen your knowledge.
Why choose this course?
Apache Spark is a powerful open-source framework that transforms big data processing by delivering speed and advanced analytics capabilities. This course focuses on:
- Spark SQL: Manage and query structured data at scale.
- MLlib: implement machine learning algorithms for big data.
- Spark Streaming: Learn to process real-time data for faster decision-making.
The combination of these features enables you to develop robust, scalable big data solutions. This training offers an ideal balance between theory and practice for both beginners and professionals.
Who should participate?
This course is suitable for:
- Big data developers who want to specialize in Apache Spark.
- Data scientists who integrate machine learning and streaming into big data projects.
- Software developers who want to build optimized solutions with Spark.
- IT professionals who want to gain expertise in big data analysis.
Course content
Getting Started with Apache Spark
Course: 57 Minutes
- Course Introduction
- Overview of Apache Spark
- Downloading and Installing Apache Spark
- Downloading and Installing Apache Spark on Mac OS
- Building Spark
- Working with Spark Shell
- Linking to Spark
- Spark Configuration
- Initializing Apache Spark
- Running Spark on Clusters
Practice: Using Apache Spark Shell
Course: 5 Minutes
- Exercise: Use Apache Spark Shell
Apache Spark SQL Introduction
Course: 1 Hour, 7 Minutes
- Course Introduction
- Apache Spark SQL Overview
- SparkSession
- DataFrames
- Aggregations
- SQL Queries
- Temporary View
- Datasets
- JSON Datasets
- Load/Save Functions
- Specifying a Data Source
- Querying with SQL
- SaveMode
- Parquet Files
- Persistent Tables
- Partitioning
Practice: Using Spark SQL
Course: 3 Minutes
Introduction to Spark Streaming
Course: 1 Hour, 8 Minutes
- Course Introduction
- Structured Streaming Overview
- Stream Input
- Stream Output
- Windowing
- Continuous Applications
- Deduplication
- File Sinks
- Streaming Query
- Streaming Query Manager
- Checkpointing
- Word Count
Practice: Spark Streaming Basics
Course: 5 Minutes
- Exercise: Identify Spark Streaming Basics
Monitoring Spark Applications
Course: 17 Minutes
- Course Introduction
- Web UI
- Environment Configuration
- REST API
- Memory Allocation
Tuning Spark Applications
Course: 38 Minutes
- Speculation
- Serialization
- Memory Tuning
- Executor Memory
- Garbage Collection Tuning
- Parallelism
- Broadcast Functionality
- Explain Query Execution
- Data Compression
Practice: Monitoring Spark Applications
Course: 4 Minutes
- Exercise: Monitor Spark Applications
Introduction to Spark Security
Course: 33 Minutes
- Course Introduction
- Spark UI
- Secure Event Logs
- SSL Settings
- Shared Secret
- YARN Deployment
- SASL Encryption
- Network Security
Practice: Configuring Spark Security
Course: 3 Minutes
- Exercise: Configure Spark Security
Get started today!
✔️ Develop practical skills using interactive videos.
✔️ Test and track your progress with detailed reports.
✔️ Prepare for a career in big data development.
Order your course now and become an expert in Big Data Development with Apache Spark!
