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Title:Packt | Data Stream Development with Apache Spark, Kafka, and Spring Boot [...
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By: Anghel Leonard
Released: November 30, 2018
Caption (CC): Included
Torrent Contains: 61 Files, 1 Folders
Course Source: https://www.packtpub.com/application-development/data-stream-development-apache-spark-kafka-and-spring-boot-video

Handle high volumes of data at high speed. Architect and implement an end-to-end data streaming pipeline

Video Details

ISBN 9781789539585
Course Length 7 hours 51 minutes

Table of Contents

• Introducing Data Streaming Architecture
• Deployment of Collection and Message Queuing Tiers
• Proceeding to the Data Access Tier
• Implementing the Analysis Tier
• Mitigate Data Loss between Collection, Analysis and Message Queuing Tiers

Learn    

• Attain a solid foundation in the most powerful and versatile technologies involved in data streaming: Apache Spark and Apache Kafka
• Form a robust and clean architecture for a data streaming pipeline
• Implement the correct tools to bring your data streaming architecture to life
• Isolate the most problematic tradeoff for each tier involved in a data streaming pipeline
• Query, analyze, and apply machine learning algorithms to collected data
• Display analyzed pipeline data via Google Maps on your web browser
• Discover and resolve difficulties in scaling and securing data streaming applications

About    

Today, organizations have a difficult time working with huge numbers of datasets. In addition, data processing and analyzing need to be done in real time to gain insights. This is where data streaming comes in. As big data is no longer a niche topic, having the skillset to architect and develop robust data streaming pipelines is a must for all developers. In addition, they also need to think of the entire pipeline, including the trade-offs for every tier.

This course starts by explaining the blueprint architecture for developing a completely functional data streaming pipeline and installing the technologies used. With the help of live coding sessions, you will get hands-on with architecting every tier of the pipeline. You will also handle specific issues encountered working with streaming data. You will input a live data stream of Meetup RSVPs that will be analyzed and displayed via Google Maps.

By the end of the course, you will have built an efficient data streaming pipeline and will be able to analyze its various tiers, ensuring a continuous flow of data.

All the code and supporting files for this course are available at https://github.com/PacktPublishing/-Data-Stream-Development-with-Apache-Spark-Kafka-and-Spring-Boot

Style and Approach

This course is a combination of text, a lot of images (diagrams), and meaningful live coding sessions. Each topic covered follows a three-step structure: first, we have some headlines (facts); second, we continue with images (diagrams) meant to provide more details; and finally we convert the text and images into code written in the proper technology.

Features:
    
• From blueprint architecture to complete code solution, this course treats every important aspect involved in architecting and developing a data streaming pipeline
• Select the right tools and frameworks and follow the best approaches to designing your data streaming framework
• Build an end-to-end data streaming pipeline from a real data stream (Meetup RSVPs) and expose the analyzed data in browsers via Google Maps

Author

Anghel Leonard

Anghel Leonard is currently a Java chief architect. He is a member of the Java EE Guardians with 20+ years’ experience. He has spent most of his career architecting distributed systems. He is also the author of several books, a speaker, and a big fan of working with data.




Category:Tutorials > Tutorials
Lang:English  English
Total Size:2.64 GB
Info Hash:8761965864f37e2b118f2f91acb656ab2ddfe51f
Added By:Prom3th3uS
Date Added:08-11-2019 15:42:27

  

Files

File List: 
 File Size
0. Websites you may like/0. (1Hack.Us) Premium Tutorials-Guides-Articles & Community based Forum.url377.00 B
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0. Websites you may like/How you can help Team-FTU.txt229.00 B
1. The Course Overview.mp441 MB
1. The Course Overview.vtt6.72 kB
10. Introducing Our Data Access Tier – MongoDB.mp449 MB
10. Introducing Our Data Access Tier – MongoDB.vtt10.25 kB
11. Exploring Spring Reactive.mp4118 MB
11. Exploring Spring Reactive.vtt23.14 kB
12. Exposing the Data Access Tier in Browser.mp460 MB
12. Exposing the Data Access Tier in Browser.vtt9.65 kB
13. Diving into the Analysis Tier.mp496 MB
13. Diving into the Analysis Tier.vtt18.19 kB
14. Streaming Algorithms For Data Analysis.mp4136 MB
14. Streaming Algorithms For Data Analysis.vtt25.48 kB
15. Introducing Our Analysis Tier – Apache Spark.mp476 MB
15. Introducing Our Analysis Tier – Apache Spark.vtt16.56 kB
16. Plug-in Spark Analysis Tier to Our Pipeline.mp465 MB
16. Plug-in Spark Analysis Tier to Our Pipeline.vtt8.85 kB
17. Brief Overview of Spark RDDs.mp4137 MB
17. Brief Overview of Spark RDDs.vtt22.06 kB
18. Spark Streaming.mp4210 MB
18. Spark Streaming.vtt25.55 kB
19. DataFrames, Datasets and Spark SQL.mp4141 MB
19. DataFrames, Datasets and Spark SQL.vtt20.03 kB
2. Discovering the Data Streaming Pipeline Blueprint Architecture.mp493 MB
2. Discovering the Data Streaming Pipeline Blueprint Architecture.vtt17.25 kB
20. Spark Structured Streaming.mp4183 MB
20. Spark Structured Streaming.vtt29.93 kB
21. Machine Learning in 7 Steps.mp4134 MB
21. Machine Learning in 7 Steps.vtt19.47 kB
22. MLlib (Spark ML).mp4175 MB
22. MLlib (Spark ML).vtt23.35 kB
23. Spark ML and Structured Streaming.mp4185 MB
23. Spark ML and Structured Streaming.vtt22.33 kB
24. Spark GraphX.mp442 MB
24. Spark GraphX.vtt6.73 kB
25. Fault Tolerance (HML).mp4183 MB
25. Fault Tolerance (HML).vtt26.91 kB
26. Kafka Connect.mp425 MB
26. Kafka Connect.vtt4.29 kB
27. Securing Communication between Tiers.mp490 MB
27. Securing Communication between Tiers.vtt9.74 kB
28. Test Your Knowledge.html167.00 B
3. Analyzing Meetup RSVPs in Real-Time.mp427 MB
3. Analyzing Meetup RSVPs in Real-Time.vtt6.30 kB
4. Running the Collection Tier (Part I – Collecting Data).mp4102 MB
4. Running the Collection Tier (Part I – Collecting Data).vtt21.66 kB
5. Collecting Data Via the Stream Pattern & Spring WebSocketClient API.mp439 MB
5. Collecting Data Via the Stream Pattern & Spring WebSocketClient API.vtt6.96 kB
6. Explaining the Message Queuing Tier Role.mp427 MB
6. Explaining the Message Queuing Tier Role.vtt6.44 kB
7. Introducing Our Message Queuing Tier – Apache Kafka.mp4112 MB
7. Introducing Our Message Queuing Tier – Apache Kafka.vtt24.42 kB
8. Running The Collection Tier (Part II – Sending Data).mp476 MB
8. Running The Collection Tier (Part II – Sending Data).vtt14.41 kB
9. Dissecting the Data Access Tier.mp479 MB
9. Dissecting the Data Access Tier.vtt17.79 kB



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