Search icon CANCEL
Subscription
0
Cart icon
Your Cart (0 item)
Close icon
You have no products in your basket yet
Save more on your purchases! discount-offer-chevron-icon
Savings automatically calculated. No voucher code required.
Arrow left icon
All Products
Best Sellers
New Releases
Books
Videos
Audiobooks
Learning Hub
Newsletter Hub
Free Learning
Arrow right icon
timer SALE ENDS IN
0 Days
:
00 Hours
:
00 Minutes
:
00 Seconds
Arrow up icon
GO TO TOP
Hands-On Artificial Intelligence for IoT

You're reading from   Hands-On Artificial Intelligence for IoT Expert machine learning and deep learning techniques for developing smarter IoT systems

Arrow left icon
Product type Paperback
Published in Jan 2019
Publisher Packt
ISBN-13 9781788836067
Length 390 pages
Edition 2nd Edition
Languages
Arrow right icon
Author (1):
Arrow left icon
Amita Kapoor Amita Kapoor
Author Profile Icon Amita Kapoor
Amita Kapoor
Arrow right icon
View More author details
Toc

Table of Contents (14) Chapters Close

Preface 1. Principles and Foundations of IoT and AI FREE CHAPTER 2. Data Access and Distributed Processing for IoT 3. Machine Learning for IoT 4. Deep Learning for IoT 5. Genetic Algorithms for IoT 6. Reinforcement Learning for IoT 7. Generative Models for IoT 8. Distributed AI for IoT 9. Personal and Home IoT 10. AI for the Industrial IoT 11. AI for Smart Cities IoT 12. Combining It All Together 13. Other Books You May Enjoy

HDFS

HDFS is a popular storage and access method for storing and retrieving data files for IoT solutions. The HDFS format can hold large amounts of data in a reliable and scalable manner. Its design is based on the Google File System (https://ai.google/research/pubs/pub51). HDFS splits individual files into fixed-size blocks that are stored on machines across the cluster. To ensure reliability, it replicates the file blocks and distributes them across the cluster; by default, the replication factor is 3. HDFS has two main architecture components:

  • The first, NodeName, stores the metadata for the entire filesystem, such as filenames, their permissions, and the location of each block of each file. 
  • The second, DataNode (one or more), is where file blocks are stored. It performs Remote Procedure Calls (RPCs) using protobufs.

RPC is a protocol that one program can...

lock icon The rest of the chapter is locked
Register for a free Packt account to unlock a world of extra content!
A free Packt account unlocks extra newsletters, articles, discounted offers, and much more. Start advancing your knowledge today.
Unlock this book and the full library FREE for 7 days
Get unlimited access to 7000+ expert-authored eBooks and videos courses covering every tech area you can think of
Renews at $15.99/month. Cancel anytime
Visually different images