inflearn logo

AI Principles and Structure: ② What Does AI See and Use to Make Judgments?

👉 Recommended for those who want to view AI results not as “values that simply came out,” but as understandable judgments. What exactly does AI use as the basis for making judgments? This course structurally explains how data affects AI’s judgments and why data is said to be important. You will learn how AI interprets numerical information and develops criteria for making judgments.

1 learners are taking this course

Level Beginner

Course period Unlimited

Python
Python
Machine Learning(ML)
Machine Learning(ML)
Deep Learning(DL)
Deep Learning(DL)
AI
AI
LLM
LLM
Python
Python
Machine Learning(ML)
Machine Learning(ML)
Deep Learning(DL)
Deep Learning(DL)
AI
AI
LLM
LLM

What you will gain after the course

  • Understand the criteria AI uses to make decisions

  • Understanding Why Data Determines the Outcome

  • Interpret AI judgment results more reasonably

How does AI think and answer?

The AI Principles and Architecture Master Series for Beginners


AI Principles and Architecture ②: What Does AI See and Judge?

1. Input data: AI sees data in various forms.

2. Feature extraction: It extracts important features and patterns from the input.

3. Representation transformation: Convert the extracted features into a numerical (vector) form that AI can understand.

4. Decision-making: It compares the learned patterns based on the transformed representations and makes a judgment.

5. Results and Meaning: AI produces the most appropriate result based on learned patterns and probabilities.


What are the purpose and application areas of this course?

1) Purpose of creating the lecture

  1. I’m curious what AI takes as input.

  2. Explains how AI understands data such as text, images, voice, and sensor data.

  3. AI decision-making begins with feature extraction and pattern comparison.

  4. It is organized so that even beginners can easily understand the relationship between input and decision-making.

2) Applications

Spam detection, sentiment analysis, speech recognition, anomaly detection, image classification, recommendation systems, autonomous driving, and smart factories


This course explains things you have always been curious about in an easy-to-understand way.

You’ll learn the following content.


Notes Before Taking the Course

Things to know before taking the course

  • We would like to clarify that the knowledge sharer personally handled the work from the initial planning through the creation of the course materials.

  • To enhance the quality of the course, please note that generative AI was used as a supplementary tool.

  • The voice included in the video is the knowledge sharer’s own voice, which has been modified and edited.

Learning materials

  • Format of the learning materials provided (PPT, cloud links, text, source code, assets, programs, example problems, etc.)

  • Length and file size, as well as other characteristics and considerations regarding the learning materials, etc.

Prerequisite Knowledge and Important Notes

  • Whether prerequisite knowledge is required based on the learning difficulty

  • Information directly related to taking the course, such as lecture video quality (audio/video), and recommended study methods

  • Information related to questions/answers and future updates

  • Notices regarding the copyright of lectures and learning materials

Recommended for
these people

Who is this course right for?

  • For those who want to know the criteria AI uses to make decisions

  • For those curious about how data affects AI results

  • Those who want to understand the AI’s decision-making process

Need to know before starting?

  • Take (select) Lecture ①

  • Have heard of basic terms related to data and AI

  • Mathematics or statistics knowledge (optional)

Hello
This is djshin08317101

Career Verified

Curriculum

All

11 lectures ∙ (4hr 21min)

Course Materials:

Lecture resources
Published: 
Last updated: 

Reviews

Not enough reviews.
Please write a valuable review that helps everyone!

Similar courses

Explore other courses in the same field!

Limited time deal

$824,602.00

28%

$42.90