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89 88 66 05
Logical Operations - Big Data Essentials Bootcamp
Overview
On this accelerated 3-day Big Data Essentials course, you'll learn the fundamentals of architecting and running Big Data systems.
You'll get the full hands-on experience with our unique Lecture | Lab | Review technique, which will immerse you in the curriculum, helping you gain an in-depth understanding of how to use best practices, tools and techniques essential in building modern-day Big Data applications.
Your expert instructors will take you through various applications such as Hadoop, NoSQL and Spark.
You'll learn to:
- Master the best practices of Hadoop programming in Pig, Hive, and Java.
- Enhance Big Data solutions for real-time data access with the help of NoSQL technologies, such as HBase and Cassandra.
- Understand the difference of NoSQL data modeling in contrast to SQL data modeling.
- Utilise Spark for interactive data analytics with Scala or SQL.
- Implement near-real-time analytical processing with Spark Streaming.
You'll also have 24/7 lab access, which means you can test your skills in building successful Big Data systems whenever you want.
If you're a developer, architect or technical manager looking to implement and architect Big Data systems, this course is ideal for you.
Curriculum
Lesson 1: Big Data Overview
- Big Data
- Big Data Use Cases
- Designing a Big Data System
- Technologies: Hadoop
- Technologies: NoSQL
- Analytics
- Putting It All Together
Lesson 2: Hadoop Introduction
- Introduction to Hadoop
- The Future of Hadoop
Lesson 3: HDFS and MapReduce Primer
- HDFS
- MapReduce
- YARN
- Future of Hadoop Processing Engines
Lesson 4: Hive
- Hadoopy, Hive, and SQL
- Hive Design and Architecture
- HiveQL
- First Look at Hive
- Hive Partitions
- Hive Joins
- Hive UDFs
- Text Analytics with Hive
Lesson 5: Hive 2
- Data Access
- Feature Generation
- Filter/Search/Transpose
- Binning and Smoothing
- Tez
Lesson 6: Pig
- Understand Apache Pig
- Pig Concepts/History
- Pig by Example
- Pig as an ETL Pipeline
Lesson 7: Hadoop Cluster Planning
- Planning Hadoop Hardware
- Planning Software Install
Lesson 8: Hadoop Install and Configure
- Different Installation Configurations in Hadoop
- Install Hadoop
- Configure Hadoop Cluster
- Common Configuration Properties
- Making Installation and Configuration Easier
- Hadoop Advanced Configuration
Lesson 9: Hadoop Data Ingest
- Flume
- Sqoop
- REST
- Import Best Practices
Lesson 10: NoSQL Intro
- RDBMS and NoSQL
- ACID in NoSQL
- CAP Theorem
- NoSQL Stores
- Columnar Storage
Lesson 11: Cassandra Intro
- Introduction & Architecture
- Cassandra Use Cases
- Data Organization
- First Look at Cassandra
- Replication & Consistency
Lesson 12: Cassandra Data Modeling 1
- Keyspaces and Tables
- CQL Queries
- Indexing
Lesson 13: Cassandra Data Modeling 2
- Collections
- Composite Keys
- Time Series Data
- Counters
- Lightweight Transactions
Lesson 14: Cassandra Data Modeling Labs
- MyFlix (Netflix)
- YouTube
- Online Shopping (Amazon)
- User Activity (Facebook)
Lesson 15: Scala Primer
- Introduction
- Collections
- Functions/Methods
- Class/Object/Trait
Lesson 16: Introduction to Spark
- Introduction
- Spark vs. Hadoop
- A First Look at Spark
Lesson 17: Spark Data Model 1
- Data Model Overview
- RDD Concepts
- Spark Workflow
- Working with RDDs
- Key-Value Pairs
- Caching
Lesson 18: Spark Data Model 2
- DataFrames
- Working with DataFrames
- Spark SQL
- DataSet
- Spark and Hive
- Data Formats
Lesson 19: Spark API/Applications
- Core API
- Building and Running Applications
- Application Lifecycle
- Logging & Debugging
Lesson 20: Machine Learning Primer
- Machine Learning Concepts
- Machine Learning Vocabulary
- Text Mining
- Recommendations
Lesson 21: Spark Streaming
- Streaming
- Spark Streaming Overview
- Architecture
- Programming
- Structured Streaming
- Transformations
- Apache Kafka
What's Included
On this course you'll receive official Big Data Essentials courseware.
Det hele er inkluderet! Du får en alt-inklusiv kursuspakke, som er målrettet til dine behov. Vi tager os af enhver detalje, så det eneste du skal fokusere på er dine lærings- og certificeringsmål.
- Transport til/fra specifikke afhentningssteder
- Overnatninger, samtlige måltider samt adgang til forfriskninger, snacks, kaffe og the.
- Intensiv Hands-on uddannelse med vores unikke (Lecture | Lab | Review)TM metode
- Omfattende kursusmaterialer og labmanualer
- Et helt igennem instruktørstyret program
- 24 timers adgang til både undervisningslokale og instruktøren
- Samtlige måltider samt adgang til forfriskninger, snacks, kaffe og the.
- Certificeringsgaranti
Prerequisites
Before attending this course, you should be familiar with at least one programming language and be comfortable working with a command-line interface.
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Firebrand Training tilbyder et ambitiøst uddannelsesmiljø, som forudsætter at du dedikerer dig til kurset. Ovenstående forkundskaber er vejledende; mange deltagere med mindre erfaring, men med en anden baggrund eller færdigheder, har haft succes med accelereret uddannelse hos Firebrand Training.
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Kundereferencer
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Juan van Gom, Ministry of Defense Netherlands. (19/1/2024 (Fredag) til 21/1/2024 (Søndag))
"Detailed and thorough training in a great environment."
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Steve Lloyd, West Mercia Police. (8/1/2024 (Mandag) til 12/1/2024 (Fredag))
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Kursusdatoer
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Starter |
Slutter |
Tilgængelighed |
Sted |
Tilmelding |
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19/2/2024 (Mandag) |
21/2/2024 (Onsdag) |
Afsluttet - Giv feedback |
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24/6/2024 (Mandag) |
26/6/2024 (Onsdag) |
Venteliste |
Landsdækkende |
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5/8/2024 (Mandag) |
7/8/2024 (Onsdag) |
Begrænsede pladser |
Landsdækkende |
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16/9/2024 (Mandag) |
18/9/2024 (Onsdag) |
Tilgængelige pladser |
Landsdækkende |
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28/10/2024 (Mandag) |
30/10/2024 (Onsdag) |
Tilgængelige pladser |
Landsdækkende |
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9/12/2024 (Mandag) |
11/12/2024 (Onsdag) |
Tilgængelige pladser |
Landsdækkende |
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