Entering

Understanding STEP 1

01. Understanding AI
1. AI, nice to meet you!
2. AI, let's learn a little more.
3. AI, how to implement it?
4. Where will AI be used?
02. AI Implementation Process
1.
Problem definition
2.
Data collection
3.
Data analysis and preprocessing
4. AI Modeling

Try STEP 2

03. Practicing AI with EZ (Classification)
1.
[Category] Predicting whether a hotel reservation will be cancelled
04. Practicing AI with EZ (Regression)
1.
[Regression] Predicting Subway Ridership

STEP 3 Dive deeper

05.
machine learning
1.
How machine learning works
2.
Key machine learning algorithms
06.
Deep learning
1.
Thinking like an artificial neural network
2.
How deep learning works
3.
Key Deep Learning Algorithms

supplement
01.
How to use AIDU ez without coding
1.
Configure the environment and import data
2.
data analysis
3.
Data processing
4. AI Modeling
02. AICE Basic Practice Problems
03. AI Terminology

Expanding employment opportunities and enhancing digital competitiveness
AICE, Korea's first AI certification exam

Although Korea boasts a prominent presence in the global market, it is considered a fringe country in the AI ​​field.
This is because there is a shortage of specialized personnel who can discover new business models by combining data and AI technologies.
To cultivate all citizens into digital warriors, we need credible educational programs and assessment tools.
The assessment tool is particularly important, as it allows for customized training tailored to the level of AI capabilities.
Having credible evaluation results could reduce the opportunity costs of selecting talent, but there is currently no suitable evaluation tool in place in Korea.
Accordingly, KT developed and the Korea Economic Daily hosted the AICE (AI Certificate for Everyone), the first artificial intelligence (AI) test in Korea.

AICE is divided into five levels: PROFESSIONAL, ASSOCIATE, BASIC, JUNIOR, and FUTURE.
This book is a BASIC version designed for non-majors, and was developed to enable them to understand and handle artificial intelligence without coding by utilizing 'Auto ML (Machine Learning)'.
AIDU ez, a no-coding practice tool, is an Auto Machine Learning Tool developed by KT.
Even if you can't code, if you know AI terminology and basic theory, you can implement key functions of data analysis and AI modeling by clicking buttons and checkboxes, selecting from drop-down menus, and entering numerical values ​​for option values.
Therefore, both beginners and non-experts can take the exam, and it is an essential exam for managers in charge of AI-related work and college students preparing for employment while studying AI in earnest.

Easy and fast in one volume,
Focus on Korea's first AI certification exam

AICE Basic utilizes AIDU ez, a hands-on tool that enables data analysis and AI modeling without coding. AIDU ez is available on the AICE website (http://aice.study) without any separate installation.
Even those who are unfamiliar with or unfamiliar with the Python language can easily learn the principles of artificial intelligence, experience modeling, and master the entire process of utilizing artificial intelligence.
The features of this book are as follows:

1.
A three-step structure with systematic learning design

[STEP1 Understanding] contains the basics of AI and a general understanding of the AI ​​implementation process, and [STEP2 Try It] provides AI case studies for classification and regression tasks using AIDU ez, which allows AI implementation without actual coding.
Next, [STEP3: Deeper Understanding] consists of in-depth study of machine learning and deep learning.

2.
A structure that checks skills and points out key points

It includes a review summarizing key content, tips and glossary for test takers, and a Q&A-style closing question for each chapter to help you check your understanding of the content and develop an effective study plan.
This will help you understand important content and check your skills before the exam.


3.
Customized practice exercises that show the key points at a glance

If you access the AICE website, you can solve AICE Basic practice problems in an actual test environment.
It is composed of the same types of questions as the actual exam, so you can get a feel for the actual exam and improve your problem-solving skills for various types of problems.
Just by reading the clear explanations for the problems included in this book, test takers can efficiently acquire the knowledge necessary to pass the exam.
You can also directly understand the test questions trends, so you can prepare for the upcoming exam with certainty.


4. How to Use AIDU ez and Key AI Terminology

AIDU ez can be used by accessing the AICE homepage without separate installation, and the appendix of this book introduces detailed functions of AIDU ez, which will help you learn how to use it.
Additionally, only the core AI concepts and terms that you must remember are grouped together and included in the 'AI Terminology Summary' for each chapter.
Whenever you have trouble remembering a term or concept, you can always open it and review what you have learned.