Browse Library
Sign In Start Free Trial
Close icon Search icon
Account
Browse Library Sign In Start Free Trial

Add to playlist

Create a Playlist

Modal Close icon
You need to login to use this feature.
  • Book Overview & Buying Smarter Decisions - The Intersection of Internet of Things and Decision Science
  • Table Of Contents Toc
Smarter Decisions - The Intersection of Internet of Things and Decision Science

Smarter Decisions - The Intersection of Internet of Things and Decision Science

By : Jojo Moolayil
5 (1)
Buy this Book
close
close
Smarter Decisions - The Intersection of Internet of Things and Decision Science

Smarter Decisions - The Intersection of Internet of Things and Decision Science

5 (1)
By: Jojo Moolayil
Buy this Book

Overview of this book

With an increasing number of devices getting connected to the Internet, massive amounts of data are being generated that can be used for analysis. This book helps you to understand Internet of Things in depth and decision science, and solve business use cases. With IoT, the frequency and impact of the problem is huge. Addressing a problem with such a huge impact requires a very structured approach. The entire journey of addressing the problem by defining it, designing the solution, and executing it using decision science is articulated in this book through engaging and easy-to-understand business use cases. You will get a detailed understanding of IoT, decision science, and the art of solving a business problem in IoT through decision science. By the end of this book, you’ll have an understanding of the complex aspects of decision making in IoT and will be able to take that knowledge with you onto whatever project calls for it
Table of Contents (10 chapters)
close
close
close
Preface
Icon
Preface
Icon
What this book covers
Icon
What you need for this book
Icon
Who this book is for
Icon
Sections
Icon
Conventions
Icon
Reader feedback
Icon
Customer support
Lock Free Chapter
1
1. IoT and Decision Science
Icon
1. IoT and Decision Science
Icon
Understanding the IoT
Icon
Demystifying M2M, IoT, IIoT, and IoE
Icon
Digging deeper into the logical stack of IoT
Icon
The problem life cycle
Icon
The problem landscape
Icon
The art of problem solving
Icon
The problem solving framework
Icon
Summary
2
2. Studying the IoT Problem Universe and Designing a Use Case
Icon
2. Studying the IoT Problem Universe and Designing a Use Case
Icon
Connected assets & connected operations
Icon
Defining the business use case
Icon
Sensing the associated latent problems
Icon
Designing the heuristic driven hypotheses matrix (HDH)
Icon
Summary
3
3. The What and Why - Using Exploratory Decision Science for IoT
Icon
3. The What and Why - Using Exploratory Decision Science for IoT
Icon
Identifying gold mines in data for decision making
Icon
Exploring each dimension of the IoT Ecosystem through data (Univariates)
Icon
Studying relationships
Icon
Exploratory data analysis
Icon
Root Cause Analysis
Icon
Summary
4
4. Experimenting Predictive Analytics for IoT
Icon
4. Experimenting Predictive Analytics for IoT
Icon
Resurfacing the problem - What's next?
Icon
Linear regression - predicting a continuous outcome
Icon
Decision trees
Icon
Logistic Regression - Predicting a categorical outcome
Icon
Summary
5
5. Enhancing Predictive Analytics with Machine Learning for IoT
Icon
5. Enhancing Predictive Analytics with Machine Learning for IoT
Icon
A Brief Introduction to Machine Learning
Icon
Ensemble modeling - random forest
Icon
Ensemble modeling - XGBoost
Icon
Neural Networks and Deep Learning
Icon
Packaging our results
Icon
Summary
6
6. Fast track Decision Science with IoT
Icon
6. Fast track Decision Science with IoT
Icon
Setting context for the problem
Icon
Defining the problem and designing the approach
Icon
Exploratory Data Analysis and Feature Engineering
Icon
Building predictive model for the use case
Icon
Packaging the solution
Icon
Summary
7
7. Prescriptive Science and Decision Making
Icon
7. Prescriptive Science and Decision Making
Icon
Using a layered approach and test control methods to outlive business disasters
Icon
Connecting the dots in the problem universe
Icon
Story boarding - Making sense of the interconnected problems in the problem universe
Icon
Implementing the solution
Icon
Summary
8
8. Disruptions in IoT
chevron up
Icon
8. Disruptions in IoT
Icon
Edge/fog computing
Icon
Cognitive Computing - Disrupting intelligence from unstructured data
Icon
Next generation robotics and genomics
Icon
Autonomous cars
Icon
Privacy and security in IoT
Icon
Summary
9
9. A Promising Future with IoT
Icon
9. A Promising Future with IoT
Icon
The IoT Business model - Asset or Device as a Service
Icon
Smartwatch – A booster to Healthcare IoT
Icon
Smart healthcare - Connected Humans to Smart Humans
Icon
Evolving from connected cars to smart cars
Icon
Summary

Chapter 8. Disruptions in IoT

With the Internet of Things paradigm sensing increasing penetration in every industrial vertical, we have witnessed phenomenal disruptions in the IoT fraternity. Success stories are shooting up in every industrial vertical by demonstrating the value and potential of IoT. Artificial intelligence, machine learning, deep learning, robotics, genomics, cognitive computing, fog computing, edge computing, smart factory, and a plethora of other disruptions have emerged with IoT. We have directly or indirectly benefited from these disruptions while leveraging the innovations in technology used in our daily chores. As time progresses, we can affirmatively expect to scale this even better.

Connected assets and connected operations have now become a reality, and we will see disruptions in IoT with the convergence of innovation from multiple disciplines. To name a few, the increasing volume of data has fostered the growth of deep learning in IoT, edge computing...

CONTINUE READING
83
Tech Concepts
36
Programming languages
73
Tech Tools
Icon Unlimited access to the largest independent learning library in tech of over 8,000 expert-authored tech books and videos.
Icon Innovative learning tools, including AI book assistants, code context explainers, and text-to-speech.
Icon 50+ new titles added per month and exclusive early access to books as they are being written.
Smarter Decisions - The Intersection of Internet of Things and Decision Science
End of Section 8
Next Section
notes
bookmark Notes and Bookmarks search Search in title playlist Add to playlist download Download options
font-size Font size

Change the font size

margin-width Margin width

Change margin width

day-mode Day/Sepia/Night Modes

Change background colour

Close icon Search
Country selected
Close icon Your notes and bookmarks

Confirmation

Modal Close icon
claim successful
Order Page Read Now

Buy this book with your credits?

Modal Close icon
Are you sure you want to buy this book with one of your credits?
Close
YES, BUY

Submit Your Feedback

Modal Close icon
Modal Close icon
Modal Close icon