
I analyze data with Orange
Description
Book Introduction
Artificial intelligence that is easy to understand by attaching and connecting widgets!
Data preprocessing, visualization, and data analysis are just a few clicks away with Orange3!
Orange3 is open-source software for machine learning and data analysis. It allows data analysis through a simple process of dragging and dropping widgets onto a canvas, without difficult mathematical formulas or complex text coding, making it easy for beginners to visually understand the principles of artificial intelligence.
"I Analyze Data with Orange" includes activities that allow you to familiarize yourself with the various functions of Orange3 and learn in detail how to apply artificial intelligence in data analysis and processing methods to solve various problems that arise in our lives.
In addition to the datasets provided by data analysis platforms, this book also provides data collected by the author himself to solve real-world problems.
By analyzing these real-world data, developing artificial intelligence models based on them, and solving problems, you will naturally understand the theory of artificial intelligence.
The ultimate goal of learning artificial intelligence technology is to effectively utilize artificial intelligence in the future world where we live with artificial intelligence.
I hope that through the various practical exercises provided in "I Analyze Data with Orange," you will learn how to live with artificial intelligence.
Data preprocessing, visualization, and data analysis are just a few clicks away with Orange3!
Orange3 is open-source software for machine learning and data analysis. It allows data analysis through a simple process of dragging and dropping widgets onto a canvas, without difficult mathematical formulas or complex text coding, making it easy for beginners to visually understand the principles of artificial intelligence.
"I Analyze Data with Orange" includes activities that allow you to familiarize yourself with the various functions of Orange3 and learn in detail how to apply artificial intelligence in data analysis and processing methods to solve various problems that arise in our lives.
In addition to the datasets provided by data analysis platforms, this book also provides data collected by the author himself to solve real-world problems.
By analyzing these real-world data, developing artificial intelligence models based on them, and solving problems, you will naturally understand the theory of artificial intelligence.
The ultimate goal of learning artificial intelligence technology is to effectively utilize artificial intelligence in the future world where we live with artificial intelligence.
I hope that through the various practical exercises provided in "I Analyze Data with Orange," you will learn how to live with artificial intelligence.
- You can preview some of the book's contents.
Preview
index
Part 1.
Getting Started with Orange3
1.
What is Orange3?
2.
Install Orange3
3.
Orange3 platform
4.
Basic usage of Orange3
Part 2.
Building AI Models with Orange3
0.
What is machine learning?
1.
Guess the weight of the abalone flesh!
2. AI, please prevent star rating terrorism!
3.
Is my heart healthy?
4.
Change the world with clustering of delivery locations!
5.
Let's recycle smartly!
6.
How much do you know about our cultural heritage?
7.
Can machines understand emotions?
8.
Please predict air pollution!
9.
Should we classify wine?
10.
No dogs allowed!
11.
No More Vinyl Labels! (Project)
Getting Started with Orange3
1.
What is Orange3?
2.
Install Orange3
3.
Orange3 platform
4.
Basic usage of Orange3
Part 2.
Building AI Models with Orange3
0.
What is machine learning?
1.
Guess the weight of the abalone flesh!
2. AI, please prevent star rating terrorism!
3.
Is my heart healthy?
4.
Change the world with clustering of delivery locations!
5.
Let's recycle smartly!
6.
How much do you know about our cultural heritage?
7.
Can machines understand emotions?
8.
Please predict air pollution!
9.
Should we classify wine?
10.
No dogs allowed!
11.
No More Vinyl Labels! (Project)
Detailed image

Publisher's Review
An introductory book to artificial intelligence for students and the general public interested in artificial intelligence and data analysis.
"I Analyze Data with Orange" is an introductory book on artificial intelligence that can be widely applied to middle and high school students, non-major college students, and the general public interested in data analysis and artificial intelligence.
You can easily understand and implement the principles of machine learning by attaching a few widgets to Orange3 without difficult math or complex coding.
Includes a variety of activities utilizing Orange3's data visualization tools.
Orange3 provides a variety of tools for intuitively visualizing data, including scatter plots, box plots, frequency distribution tables, word clouds, and maps, in addition to two-dimensional data sets.
"I Analyze Data with Orange" contains a variety of activities that utilize Orange3's various tools.
These activities will allow you to analyze data from various perspectives and gain experience with data analysis procedures for machine learning.
Artificial intelligence (AI) project activities to solve real-life problems
All activities in "I Analyze Data with Orange" faithfully follow the artificial intelligence project development stages: [Problem Definition] - [Data Collection and Preprocessing] - [Data Analysis] - [Model Training] - [Model Evaluation].
This book is structured so that students can select a real-world problem that can be solved with AI, apply the AI project development steps to collect and analyze data, create a learning model, evaluate its performance, and finally deploy the model in the final project activity.
"I Analyze Data with Orange" is an introductory book on artificial intelligence that can be widely applied to middle and high school students, non-major college students, and the general public interested in data analysis and artificial intelligence.
You can easily understand and implement the principles of machine learning by attaching a few widgets to Orange3 without difficult math or complex coding.
Includes a variety of activities utilizing Orange3's data visualization tools.
Orange3 provides a variety of tools for intuitively visualizing data, including scatter plots, box plots, frequency distribution tables, word clouds, and maps, in addition to two-dimensional data sets.
"I Analyze Data with Orange" contains a variety of activities that utilize Orange3's various tools.
These activities will allow you to analyze data from various perspectives and gain experience with data analysis procedures for machine learning.
Artificial intelligence (AI) project activities to solve real-life problems
All activities in "I Analyze Data with Orange" faithfully follow the artificial intelligence project development stages: [Problem Definition] - [Data Collection and Preprocessing] - [Data Analysis] - [Model Training] - [Model Evaluation].
This book is structured so that students can select a real-world problem that can be solved with AI, apply the AI project development steps to collect and analyze data, create a learning model, evaluate its performance, and finally deploy the model in the final project activity.
GOODS SPECIFICS
- Date of issue: December 1, 2021
- Pages, weight, size: 184 pages | 484g | 190*260*8mm
- ISBN13: 9791156724643
- ISBN10: 1156724643
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