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Artificial Intelligence Lab for AI Thinking
Artificial Intelligence Lab for AI Thinking
Description
Book Introduction
As interest in non-face-to-face services grows due to the COVID-19 pandemic, artificial intelligence is emerging as an alternative.
While there have been a plethora of somewhat far-fetched predictions, such as jobs disappearing due to artificial intelligence or the imminent arrival of the singularity, where machines will dominate humans, this book is a comprehensive introduction to artificial intelligence that guides you through understanding what artificial intelligence is and developing and utilizing artificial intelligence thinking.
This book, written by Professor Han Seon-gwan's team at Kyungin National University of Education, a leader in AI education, is expected to play a significant role as an AI textbook for all Korean students, especially in these times when both China and Japan are competing with each other through quantitative and qualitative policies, such as publishing AI textbooks and quantifying the training of AI talent.
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index
· Author's Preface
· How to read this book
· Order


PART 1 Module: Understanding Artificial Intelligence

Module 1: Enter the World of Artificial Intelligence! - The History and Development of AI
A world filled with artificial intelligence
Intro ● Development of artificial intelligence
● The concept of artificial intelligence
Using AI ● The 4th Industrial Revolution
About AI ● Research fields of artificial intelligence
Ethical issues of artificial intelligence
Applying AI ● Artificial Intelligence = Convergence Studies
Let's check out the thoughts!


Module 2: Teaching Properly - Teachable Machines
Intro ● Artificial intelligence that learns human biases together
Using AI ● Creating AI Models with Teachable Machines
About AI ● Machine Learning
● Supervised Learning
● Unsupervised Learning
Applying AI ● We are still teaching machines
Let's check out the thoughts!


Module 3: Data Preprocessing - Microsoft Azure Machine Learning Studio
Intro ● Kaggle
● Importing data from Kaggle
● Data analysis and preprocessing
Using AI ● Predicting Titanic Passenger Survival Rates with Azure Machine Learning Studio
Applying AI Logistic Regression
Let's check out the thoughts!


Module 4 WEKA and Decision Trees
Intro ● Example situation
Using AI ● Data Mining Software - WEKA
About AI ● Decision Tree Impurity and Uncertainty
Applying AI ● Clustering Analysis
Let's check out the thoughts!


Module 5: Artificial Intelligence and Drawing - Image Recognition
Intro ● Seeing AI
Using AI ● Teaching doodles with 'QUICK, DRAW'
● Complete the drawing with 'Auto Draw'
About AI ● Digital Image Processing
● Convolutional Neural Network (CNN)
Applying AI ● Utilizing Convolutional Neural Networks (CNNs)
Let's check out the thoughts!

Module 6: Talking to AI - Building a Chatbot
Intro ● ELIZA Effect
Using AI ● Creating a Secretary Chatbot with 'Dialogflow'
About AI ● Knowledge-based system
● Inference through similarity-based analysis
● Natural language processing using recurrent neural networks (RNN)
● Natural Language Processing (NLP)
Applying AI ● Uses of Natural Language Processing Technology
Let's check out the thoughts!


Module 7 Generative Adversarial Networks (GANs)
Intro ● Generation Algorithm and Discrimination Algorithm: A Showdown Between Two Algorithms
Using AI ● Image-to-Image Demo (Pix2Pix GAN)
● Follow TensorFlow GAN
About AI ● Adversarial Learning
Applying AI ● cycleGAN
● Deep Convolutional Generative Adversarial Network (DCGAN)
● Real-eye-opener (ExGAN)
Let's check out the thoughts!



PART2 Project: Creating Artificial Intelligence

Project 0: Preparing to Use IBM Watson AI
● Explore the Machine Learning for Kids site
● Creating programs with Machine Learning for Kids
● Try the program


Project 1: Creating Expressions to Represent Colors
Intro ● Rainbow and Colors
● Korean and color words
Creating AI Models ● Data Mining
● Creating a dataset
● Data learning and evaluation
Artificial Intelligence Programming ● Program Preview
● Preparing for programming
● Programming
● Try the program
Check your thoughts and thoughts


Project 2: Creating Titles for Popular Dramas
Intro ● Drama title and drama
● The success or failure of a drama
Creating AI Models ● Data Mining
● Creating a dataset
● Data learning and evaluation
Artificial Intelligence Programming ● Program Preview
● Preparing for programming
● Programming
● Try the program
Expanding the idea
Check your thoughts and thoughts
Intro
Using AI
Project 3: AI that identifies dogs
Intro ● AI Image Recognition
Creating AI Models ● Data Mining
● Creating a dataset
● Data learning and evaluation
Artificial Intelligence Programming ● Program Preview
● Preparing for programming
● Programming
● Try the program
Expanding the idea
Check your thoughts and thoughts



Project 4 'Blue Flag and White Flag' Game Abo
Intro ● Motion recognition game console
● 'Blue Flag and White Flag' game
Creating AI Models ● Data Mining
● Creating a dataset
● Data learning and evaluation
Artificial Intelligence Programming ● Program Preview
● Preparing for programming
● Programming
● Try the program
Thought Collection ● Confirmation of Thought


Project 5 Hand Motion Unlock Device Abo Lock Intro ● Amazon AI Assistant 'Alexa' Sign Language Translation Artificial Intelligence
The future of motion recognition technology
Creating AI Models ● Data Mining
● Creating a dataset
● Data training
● Data learning and evaluation
Artificial Intelligence Programming ● Program Preview
● Preparing for programming
● Programming
● Try the program
Thought Collection ● Confirmation of Thought
artificial intelligence
Programming AI
Project 6: Predict the winning team with AI
Intro ● Big Data and Sports
● Moneyball
Creating AI Models ● Data Mining
● Creating a dataset
● Data learning and evaluation
● Testing artificial intelligence models
Artificial Intelligence Programming ● Program Preview
● Preparing for programming
● Programming
● Try the program
Expanding the idea
Thinking about the thoughts and checking them ying AI
Applying AI
Intro
Creating an AI Model
Project 7 Flying Jerry AA on the Running Man
Intro ● Tic-Tac-Toe
Tic-Tac-Toe Winning Strategy
● Implementing Tom and Jerry
Creating an AI Model Creating a Dataset
● Data mining
Artificial Intelligence Programming ● Program Preview
● Preparing for programming
● Programming
● Data training
● Data learning and evaluation
● Examining Scratch Blocks
Expanding the idea
Thinking about the thoughts, checking the thoughts ying A


Project 8 AI Companion Dog AA
Intro ● Voice recognition technology and history
● Artificial intelligence and voice recognition technology
● Artificial Intelligence Robot Dog (AIBO)
Creating AI Models ● Data Mining
● Creating a dataset
Artificial Intelligence Programming ● Program Preview
● Preparing for programming
● Programming with Scratch
Expanding the idea
Thinking about the thoughts Checking about the thoughts ying A

· References I

Detailed image
Detailed Image 1

Publisher's Review
The power of artificial intelligence thinking that 'makes you think about your thoughts'!
Artificial Intelligence Lab for AI Thinking


As interest in non-face-to-face services grows due to the COVID-19 pandemic, artificial intelligence is emerging as an alternative.
While there have been a plethora of somewhat far-fetched predictions, such as jobs disappearing due to artificial intelligence or the imminent arrival of the singularity, where machines will dominate humans, this book is a comprehensive introduction to artificial intelligence that guides you through understanding what artificial intelligence is and developing and utilizing artificial intelligence thinking.
This book, written by Professor Han Seon-gwan's team at Kyungin National University of Education, a leader in artificial intelligence education, is expected to play a significant role as an artificial intelligence textbook for all domestic students, especially in these times when both China and Japan are competing with each other through quantitative and qualitative policies, such as publishing artificial intelligence textbooks and quantifying the training of artificial intelligence talent.

In Part 1, this book examines from various perspectives how artificial intelligence will change human life.
While there are positive influences such as image recognition technology for scanning human faces, texts, or documents, recognizing product information, the 'Seeing AI' solution that helps the daily lives of the visually impaired, hand recognition technology for sign language recognition solutions that help the hearing impaired or motion recognition technology that is also applied to games, AI companion dogs that will become family members of the elderly, AI counselors, AI robots that will be caregivers or conversation partners, self-driving cars, and autonomous drones, there are also cases where the AI ​​algorithm 'COMPAS', a sentencing information system that analyzes the possibility of repeat offenses of violent criminals applied in some states in the U.S., made wrong judgments due to racial bias.


Along with this, we also introduce artificial intelligence learning tools.
Java machine learning learning solution 'WEKA', 'MS Azure Machine Learning Studio' for data preprocessing, 'AutoDraw' for recognizing user-drawn images, 'Dialog Flow' for creating secretary chatbots, 'Pix2Pix GAN', 'TensorFlow GAN', and 'Machine Learning for Kids (ML4Kids)', a machine learning education solution for children, etc.
I'm surprised that there are so many different AI learning tools.


The artificial intelligence projects in Part 2 of the Project series are all interesting.
Anyone can easily follow along and participate in AI projects using Scratch 3, such as ‘AI that identifies dogs’ by teaching AI various dog images to identify their breeds, ‘Blue and White Flag Game’ that is created by teaching the user’s movements, ‘Creating a lock that unlocks the password with a hand gesture’ by teaching various hand gestures to create a password, ‘A program that checks a baseball player’s salary and the team’s chance of winning’ through baseball records, ‘Smart Tom coding that chases Jerry’, and ‘Creating my own pet’ by training an AI model that recognizes the user’s voice.

With just this one book, you can increase your adaptability to the rapidly approaching era of artificial intelligence, train your talent, and take a big step forward into the era of artificial intelligence.



★ Download the sample code for Part 2 of the project! - Seongandang Co., Ltd.

Homepage (www.cyber.co.kr) = Member registration - Log in, then [Data Room] - [Go to Data Room] - 'AI' [Search] - (Click on the book title) - [Go to Data Download] https://www.cyber.co.kr/shop/board/view.php?id=pds&no=448


[Book Review]

The resurgence of COVID-19 has forced society to reduce face-to-face contact.
Banking transactions should be conducted online or via mobile devices whenever possible, and bank teller transactions should be handled using automated systems whenever possible.
With the introduction of machines that enable simple counter transactions like bank ATMs, we have entered an era where even changing your bankbook password can be done over the weekend via video call by inserting your ID into the machine.
It won't be long before even the bank teller on the other end of the video call is replaced by artificial intelligence.


Until now, there have been many books that predicted that artificial intelligence would lead to the loss of jobs, such as jobs like driving when self-driving cars become commonplace.
However, this book introduces solutions that research the era of artificial intelligence that can help people, such as buying an artificial intelligence robot or an artificial intelligence dog that can take care of their parents in cases where they are worried about them but cannot visit them often, or buying a smartphone that can help the generation of parents who are losing their eyesight or hearing.


This book is like a puzzle that fits together so that anyone can understand what concepts will come about as they are learned, studied, and researched in the era of artificial intelligence that is convenient and more helpful than humans.
Also, concepts and understanding, application and practice are integrated and balanced.


I recommend this book to everyone, including students, the general public, and educators, as a must-read for wisely navigating the inevitable coming era of artificial intelligence.
GOODS SPECIFICS
- Date of issue: September 4, 2020
- Page count, weight, size: 376 pages | 966g | 188*257*19mm
- ISBN13: 9788931556728
- ISBN10: 8931556721

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