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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

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Product type Paperback
Published in Jan 2019
Publisher Packt
ISBN-13 9781788836067
Length 390 pages
Edition 2nd Edition
Languages
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Author (1):
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Dr. Amita Kapoor Dr. Amita Kapoor
Author Profile Icon Dr. Amita Kapoor
Dr. Amita Kapoor
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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

Data Access and Distributed Processing for IoT

Data is everywhere: images, speech, text, weather information, the speed of your car, your last EMI, changing stock prices. With the integration of Internet of Things (IoT) systems, the amount of data produced has increased many-fold; an example is sensor readings, which could be taken for room temperature, soil alkalinity, and more. This data is stored and made available in various formats. In this chapter, we will learn how to read, save, and process data in some popular formats. Specifically, you will do the following:

  • Access data in TXT format
  • Read and write csv-formatted data via the CSV, pandas, and NumPy modules
  • Access JSON data using JSON and pandas
  • Learn to work with the HDF5 format using PyTables, pandas, and h5py
  • Handle SQL databases using SQLite and MySQL
  • Handle NoSQL using MongoDB
  • Work with Hadoop's Distributed...
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