Search icon CANCEL
Subscription
0
Cart icon
Your Cart (0 item)
Close icon
You have no products in your basket yet
Arrow left icon
Explore 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
IBM Watson Projects
IBM Watson Projects

IBM Watson Projects: Eight exciting projects that put artificial intelligence into practice for optimal business performance

Arrow left icon
Profile Icon Armen Pischdotchian Profile Icon James D. Miller
Arrow right icon
€18.99 per month
Full star icon Empty star icon Empty star icon Empty star icon Empty star icon 1 (1 Ratings)
Paperback Sep 2018 340 pages 1st Edition
eBook
€20.98 €29.99
Paperback
€36.99
Subscription
Free Trial
Renews at €18.99p/m
Arrow left icon
Profile Icon Armen Pischdotchian Profile Icon James D. Miller
Arrow right icon
€18.99 per month
Full star icon Empty star icon Empty star icon Empty star icon Empty star icon 1 (1 Ratings)
Paperback Sep 2018 340 pages 1st Edition
eBook
€20.98 €29.99
Paperback
€36.99
Subscription
Free Trial
Renews at €18.99p/m
eBook
€20.98 €29.99
Paperback
€36.99
Subscription
Free Trial
Renews at €18.99p/m

What do you get with a Packt Subscription?

Free for first 7 days. $19.99 p/m after that. Cancel any time!
Product feature icon Unlimited ad-free access to the largest independent learning library in tech. Access this title and thousands more!
Product feature icon 50+ new titles added per month, including many first-to-market concepts and exclusive early access to books as they are being written.
Product feature icon Innovative learning tools, including AI book assistants, code context explainers, and text-to-speech.
Product feature icon Thousands of reference materials covering every tech concept you need to stay up to date.
Subscribe now
View plans & pricing
Table of content icon View table of contents Preview book icon Preview Book

IBM Watson Projects

A Basic Watson Project

In this chapter, we have elected to use a use case project that will analyze trip log data from a driving service company to determine which trip characteristics may have a direct effect on a trip's profitability, considering what type of trip is most profitable and which are prone to complications. This first Watson project serves to cover the basics of a simple Watson project—preparing the reader for upcoming, more complex projects presented in the following chapters.

We'll break down this first chapter into:

  • The problem defined
  • Getting started
  • Building your Watson project
  • Reviewing the results

The problem defined

As we said, we'll keep this first project example quite simple by focusing more on concepts and fundamentals, rather than spending time defining and exploring every detail (that will come in subsequent chapters!).

Let's start with some background. Suppose there is a group providing state-wide transportation services. This group originally began with a single driver, a car, and a van. Over time, the owner sold out to a group of investors who have evolved the company, now employing a large team of professional drivers and offering a full range of (driving) services for individuals and specific events, with vehicles chosen from an inventory of specialized vehicles. The owners are enjoying a steady business but not, unfortunately, steady profits. What can be done?

From the beginning, drivers had to log all information about each trip and submit that...

Getting started

Recently, Stephen Archut, who has held the position of Product Marketing Manager, IBM Watson Analytics, indicated that the key capabilities of Watson Analytics include:

  • Automated data discovery
  • Exploration
  • Guided predictive analytics
  • Recommended visualizations
  • Dashboard creation
  • Visual storytelling

Further, he has said that these are all activities that business users perform on a daily basis and that Watson Analytics can accelerate. He also explained that Watson solutions aim to enhance, scale, and accelerate human expertise, targeting a wide range of complex challenges in the world today. Watson Analytics itself will understand, perceive, and relate information at a human level for your business problems, combining analytical insights with your expertise and experience to improve everyday decisions.

With these remarks in mind, we can get started with our project...

Building your Watson project

In this section we will go through a first project covering the basics of a simple Watson Analytics project, preparing you for upcoming, more complex projects presented in later chapters.

Loading your data

To actually start using Watson Analytics, go through the following steps:

  1. You'll need to log in and, from the main or Welcome page, click on the +Add icon as shown in the following screenshot:
  1. From there, you will see Create something new and add your data. Of course, we want to add our trip data, so we can choose between two methods: Drop file or browse or Upload data. Typically, for more realistically sized data files, you'll want to select Upload data and then browse to the file...

Refine or Explore

We should take note here that we jumped right into refining our data. Sometimes, especially if you are dealing with data completely new to you, you may spend time first exploring your data using the Watson Analytics Explore feature. We will spend time creating explorations later in this book, but for now it is good to mention, that if you refine a dataset, the changes that you make to it are available throughout Watson in Predict, Explore, and Assemble, but if you modify the data in an exploration, the changed data is available only in that exploration.

Creating a prediction

The objective of Watson Analytics is to give you the ability to create highly interpretable insights from your data based on complex modeling—without having to possess a deep understanding of each and every modeling algorithm.

Using Watson Predict, Watson Analytics uses these sophisticated algorithms to quickly and efficiently deliver predictions based on your data.

The predictions include visualizations and text descriptions of the analyses that Watson Analytics runs. You can use the visualizations to see analyses at a glance and read the text for supporting explanations and statistical details.

Because Watson Analytics automatically picks the right statistical tests for the data, you don't have to be know which test is best or which one to run.

  1. To begin, go to the Watson Analytics Welcome page, and click on Predict:
  1. Watson will then display...

Summary

In this chapter, we used a simple use case to cover the fundamental steps that are part of almost any Watson Analytics project. We started by stating an objective for the project by defining a realistic use case problem to solve, then gathered the data, loaded it into Watson Analytics (as an Excel Worksheet), and used Watson to refine the data before finally creating a prediction and reviewing the results.

At this point, the reader should have a clear understanding of how to create a Watson Analytics project.

In the next chapter, we will focus on analyzing how effective a supply chain is for a retail department store, using Watson Analytics in an attempt to isolate the causes of delivery performance.

Left arrow icon Right arrow icon
Download code icon Download Code

Key benefits

  • •Explore IBM Watson capabilities such as Natural Language Processing (NLP) and machine learning
  • •Build projects to adopt IBM Watson across retail, banking, and healthcare
  • •Learn forecasting, anomaly detection, and pattern recognition with ML techniques

Description

IBM Watson provides fast, intelligent insight in ways that the human brain simply can't match. Through eight varied projects, this book will help you explore the computing and analytical capabilities of IBM Watson. The book begins by refreshing your knowledge of IBM Watson's basic data preparation capabilities, such as adding and exploring data to prepare it for being applied to models. The projects covered in this book can be developed for different industries, including banking, healthcare, media, and security. These projects will enable you to develop an AI mindset and guide you in developing smart data-driven projects, including automating supply chains, analyzing sentiment in social media datasets, and developing personalized recommendations. By the end of this book, you'll have learned how to develop solutions for process automation, and you'll be able to make better data-driven decisions to deliver an excellent customer experience.

Who is this book for?

This book is for data scientists, AI engineers, NLP engineers, machine learning engineers, and data analysts who wish to build next-generation analytics applications. Basic familiarity with cognitive computing and sound knowledge of any programming language is all you need to understand the projects covered in this book.

What you will learn

  • •Build a smart dialog system with cognitive assistance solutions
  • •Design a text categorization model and perform sentiment analysis on social media datasets
  • •Develop a pattern recognition application and identify data irregularities smartly
  • •Analyze trip logs from a driving services company to determine profit
  • •Provide insights into an organization s supply chain data and processes
  • •Create personalized recommendations for retail chains and outlets
  • •Test forecasting effectiveness for better sales prediction strategies

Product Details

Country selected
Publication date, Length, Edition, Language, ISBN-13
Publication date : Sep 29, 2018
Length: 340 pages
Edition : 1st
Language : English
ISBN-13 : 9781789343717
Vendor :
IBM
Category :
Languages :
Tools :

What do you get with a Packt Subscription?

Free for first 7 days. $19.99 p/m after that. Cancel any time!
Product feature icon Unlimited ad-free access to the largest independent learning library in tech. Access this title and thousands more!
Product feature icon 50+ new titles added per month, including many first-to-market concepts and exclusive early access to books as they are being written.
Product feature icon Innovative learning tools, including AI book assistants, code context explainers, and text-to-speech.
Product feature icon Thousands of reference materials covering every tech concept you need to stay up to date.
Subscribe now
View plans & pricing

Product Details

Publication date : Sep 29, 2018
Length: 340 pages
Edition : 1st
Language : English
ISBN-13 : 9781789343717
Vendor :
IBM
Category :
Languages :
Tools :

Packt Subscriptions

See our plans and pricing
Modal Close icon
€18.99 billed monthly
Feature tick icon Unlimited access to Packt's library of 7,000+ practical books and videos
Feature tick icon Constantly refreshed with 50+ new titles a month
Feature tick icon Exclusive Early access to books as they're written
Feature tick icon Solve problems while you work with advanced search and reference features
Feature tick icon Offline reading on the mobile app
Feature tick icon Simple pricing, no contract
€189.99 billed annually
Feature tick icon Unlimited access to Packt's library of 7,000+ practical books and videos
Feature tick icon Constantly refreshed with 50+ new titles a month
Feature tick icon Exclusive Early access to books as they're written
Feature tick icon Solve problems while you work with advanced search and reference features
Feature tick icon Offline reading on the mobile app
Feature tick icon Choose a DRM-free eBook or Video every month to keep
Feature tick icon PLUS own as many other DRM-free eBooks or Videos as you like for just €5 each
Feature tick icon Exclusive print discounts
€264.99 billed in 18 months
Feature tick icon Unlimited access to Packt's library of 7,000+ practical books and videos
Feature tick icon Constantly refreshed with 50+ new titles a month
Feature tick icon Exclusive Early access to books as they're written
Feature tick icon Solve problems while you work with advanced search and reference features
Feature tick icon Offline reading on the mobile app
Feature tick icon Choose a DRM-free eBook or Video every month to keep
Feature tick icon PLUS own as many other DRM-free eBooks or Videos as you like for just €5 each
Feature tick icon Exclusive print discounts

Frequently bought together


Stars icon
Total 78.98
Hands-On Artificial Intelligence for Beginners
€41.99
IBM Watson Projects
€36.99
Total 78.98 Stars icon

Table of Contents

11 Chapters
The Essentials of IBM Watson Chevron down icon Chevron up icon
A Basic Watson Project Chevron down icon Chevron up icon
An Automated Supply Chain Scenario Chevron down icon Chevron up icon
Healthcare Dialoguing Chevron down icon Chevron up icon
Social Media Sentiment Analysis Chevron down icon Chevron up icon
Pattern Recognition and Classification Chevron down icon Chevron up icon
Retail and Personalized Recommendations Chevron down icon Chevron up icon
Integration for Sales Forecasting Chevron down icon Chevron up icon
Anomaly Detection in Banking Using AI Chevron down icon Chevron up icon
What's Next Chevron down icon Chevron up icon
Other Books You May Enjoy Chevron down icon Chevron up icon

Customer reviews

Rating distribution
Full star icon Empty star icon Empty star icon Empty star icon Empty star icon 1
(1 Ratings)
5 star 0%
4 star 0%
3 star 0%
2 star 0%
1 star 100%
Federico Cussigh Oct 07, 2018
Full star icon Empty star icon Empty star icon Empty star icon Empty star icon 1
An expert book writer should know that if the title of a technical book speaks about a platform, what the reader should find in it is the presentation of the whole platform.This book has a misleading title: it’s not about the whole IBM Watson platform offering, but it’s focused only on one technology: IBM Watson Analytics. On the top of this, in the preview and in the abstract of the book it was not possible to understand that! Last but not least, IBM Watson Analytics is no longer available for purchase: it has been cancelled from the IBM offering. I want my money back.
Amazon Verified review Amazon
Get free access to Packt library with over 7500+ books and video courses for 7 days!
Start Free Trial

FAQs

What is included in a Packt subscription? Chevron down icon Chevron up icon

A subscription provides you with full access to view all Packt and licnesed content online, this includes exclusive access to Early Access titles. Depending on the tier chosen you can also earn credits and discounts to use for owning content

How can I cancel my subscription? Chevron down icon Chevron up icon

To cancel your subscription with us simply go to the account page - found in the top right of the page or at https://subscription.packtpub.com/my-account/subscription - From here you will see the ‘cancel subscription’ button in the grey box with your subscription information in.

What are credits? Chevron down icon Chevron up icon

Credits can be earned from reading 40 section of any title within the payment cycle - a month starting from the day of subscription payment. You also earn a Credit every month if you subscribe to our annual or 18 month plans. Credits can be used to buy books DRM free, the same way that you would pay for a book. Your credits can be found in the subscription homepage - subscription.packtpub.com - clicking on ‘the my’ library dropdown and selecting ‘credits’.

What happens if an Early Access Course is cancelled? Chevron down icon Chevron up icon

Projects are rarely cancelled, but sometimes it's unavoidable. If an Early Access course is cancelled or excessively delayed, you can exchange your purchase for another course. For further details, please contact us here.

Where can I send feedback about an Early Access title? Chevron down icon Chevron up icon

If you have any feedback about the product you're reading, or Early Access in general, then please fill out a contact form here and we'll make sure the feedback gets to the right team. 

Can I download the code files for Early Access titles? Chevron down icon Chevron up icon

We try to ensure that all books in Early Access have code available to use, download, and fork on GitHub. This helps us be more agile in the development of the book, and helps keep the often changing code base of new versions and new technologies as up to date as possible. Unfortunately, however, there will be rare cases when it is not possible for us to have downloadable code samples available until publication.

When we publish the book, the code files will also be available to download from the Packt website.

How accurate is the publication date? Chevron down icon Chevron up icon

The publication date is as accurate as we can be at any point in the project. Unfortunately, delays can happen. Often those delays are out of our control, such as changes to the technology code base or delays in the tech release. We do our best to give you an accurate estimate of the publication date at any given time, and as more chapters are delivered, the more accurate the delivery date will become.

How will I know when new chapters are ready? Chevron down icon Chevron up icon

We'll let you know every time there has been an update to a course that you've bought in Early Access. You'll get an email to let you know there has been a new chapter, or a change to a previous chapter. The new chapters are automatically added to your account, so you can also check back there any time you're ready and download or read them online.

I am a Packt subscriber, do I get Early Access? Chevron down icon Chevron up icon

Yes, all Early Access content is fully available through your subscription. You will need to have a paid for or active trial subscription in order to access all titles.

How is Early Access delivered? Chevron down icon Chevron up icon

Early Access is currently only available as a PDF or through our online reader. As we make changes or add new chapters, the files in your Packt account will be updated so you can download them again or view them online immediately.

How do I buy Early Access content? Chevron down icon Chevron up icon

Early Access is a way of us getting our content to you quicker, but the method of buying the Early Access course is still the same. Just find the course you want to buy, go through the check-out steps, and you’ll get a confirmation email from us with information and a link to the relevant Early Access courses.

What is Early Access? Chevron down icon Chevron up icon

Keeping up to date with the latest technology is difficult; new versions, new frameworks, new techniques. This feature gives you a head-start to our content, as it's being created. With Early Access you'll receive each chapter as it's written, and get regular updates throughout the product's development, as well as the final course as soon as it's ready.We created Early Access as a means of giving you the information you need, as soon as it's available. As we go through the process of developing a course, 99% of it can be ready but we can't publish until that last 1% falls in to place. Early Access helps to unlock the potential of our content early, to help you start your learning when you need it most. You not only get access to every chapter as it's delivered, edited, and updated, but you'll also get the finalized, DRM-free product to download in any format you want when it's published. As a member of Packt, you'll also be eligible for our exclusive offers, including a free course every day, and discounts on new and popular titles.