남서울대학교 학교 기업 인터브이알(iNTER VR)로 부터 초대를 받아 MidJourney, GPT에 대해 강의를 했습니다. 2023년 01월 09일

1. (주)해시스크래퍼 김경호 대표 2023.01.09
AI와 같이 살기
인터브이알(InterVR) 워크샵
Crawling
Analysis
Processing

2. Ice Breaking

3. 40대의 궁금증
공무원은 아직도 인기가 많은가?
요즘 대학생 또는 취준생들이 가장 선호하는 직업?
최근 가장 돈을 잘 버는 직업은?
여러분의 희망 직업군?

4. 그렇다면
10년 후 AI가 엄청나게 발전
한다고 가정했을 때
여전히 당신은 그 직업을 택
할 것인가?

5. 1. Human VS AI

6. 1. Human VS AI

7. 1. Human VS AI
알파고 대전을 본 많은 사람들이
"인간만 할 수 있는 것이 있을까?"
라는 고민을 하기 시작함
특히 학부형

8. MidJourney란?
미드저니는 인공지능 연구소이자 해당 연구소에서 개발한 인공지능 소프트웨어다.
영어로 텍스트를 입력하거나 이미지 파일을 삽입하면 인공지능이 알아서 그림을 생성해준다.
DALL-E와 비슷하다.

9. 33% 62% 93%
2. MidJourney - 이미지 생성 모델 처리과정

10. 2. MidJourney - Sample

11. 2. MidJourney - 혹시 카피(COPY)한거 아냐?

12. MidJourney 구경하기

13. https://youtu.be/8I3NTE4cn5s
1) Midjourney 회원가입
https://youtu.be/8I3NTE4cn5s?t=42
2) 프롬프트입력
https://youtu.be/8I3NTE4cn5s?t=90
3) 업스케일
https://youtu.be/8I3NTE4cn5s?t=254
3. MidJourney와 ChatGPT로 쇼핑몰 랜딩페이지 만들기

14. PROMPT: [링크] beautiful website shoes, nike, ui,
ux, website, teal, yellow, green
3. MidJourney로 Hero Image 만들기
http://s.mj.run/oPPsbYGNyRg

15. 제목, 태그라인, 클릭 유도문안 버튼, 기능 섹션 및 신발에 대한 세부정보를 포함하여 신발
웹사이트에 대한 대략적인 개요를 알려주세요.
다음은 신발 웹사이트의 각 섹션에 대한 권장 콘텐츠입니다.
1. 히어로 칭호: "편안하고 스타일리시한 슈즈로 스타일 업"
2. 태그라인: "모든 경우에 완벽한 쌍을 찾으십시오"
3. 콜 투 액션 버튼: "지금 쇼핑하기"
4. 기능 및 세부 정보 섹션:
1. "당사의 신발은 최고의 편안함과 내구성을 보장하기 위해 고품질 소재로 제작되
었습니다. 개인 스타일에 맞는 다양한 크기와 색상으로 제공됩니다. 우리 신발의
일부 기능은 다음과 같습니다.
2. 통기성, 흡습성 원단
3. 추가 쿠셔닝을 위한 패딩 안창 추가 견인력을 위한 미끄럼 방지 밑창
4. 자연스러운 움직임을 위한 유연한 구조
선택 항목을 살펴보고 필요에 맞는 완벽한 쌍을 찾으십시오."
5. 이미지 및 비디오:
"운동 중인 우리의 신발을 확인하세요! 아래 이미지나 동영상을 클릭하여 각 스타일의
세부 사항과 특징을 자세히 살펴보세요. 체육관에 가거나 심부름을 하든, 당신에게 딱
맞는 신발이 있습니다."
3. ChatGPT 카피만들기

16. 3. EditorX - 노코드(NoCode) 웹페이지 제작

17. ChatGPT란?
ChatGPT는 OpenAI가 개발한 프로토타입 대화형 인공지능 챗봇이다.
ChatGPT는 대형 언어 모델 GPT-3의 개선판인 GPT-3.5를 기반으로 만들어졌으며,
지도학습과 강화학습을 모두 사용해 파인 튜닝되었다.

18. ChatGPT 구경하기

21. • 웹크롤링을 어떤 목적으로 사용하나?
• 웹크롤링할때 IP가 막히는 이유? 회피하는 방법
• 크롤링 개발자를 채용하는 것에 대한 장단점
• 개발자 채용보다 웹크롤링 대행 서비스를 이용하는것에 대한 장단점
• 웹크롤링을 통해 근거있는 의사결정을 하는 방법
• 반복적인 데이터 수집을 효율적으로 할 수 있는 방법은?
• 웹크롤링 할 때 유지보수의 어려운 점?
• 기술적인 이해 없이 빅데이터를 수집하는 방법?
• 데이터 수집 기획은 어떻게 하는가?
• 경쟁사 분석을 위해 웹크롤링 기술을 활용하는 방법 및 사례
4. ChatGPT를 활용한 기술 블로그 작성 사례
특정 주제로 괜찮은 질문 모아보기

22. Where do you use web crawling?
Web crawling is a process used by search engines and other websites to systematically browse the internet and collect data. This data is then used to index websites, generate search results,
or provide input for other applications. Web crawling is an important part of how the internet functions, and it is used in a variety of di
ff
erent contexts. For example, search engines use web
crawling to discover and index new web pages, while online retailers might use web crawling to gather data on competitors' prices and products. Additionally, web crawling is often used by
marketers to collect data on consumer behavior and preferences.
What is web crawling used for?
Web crawling is used for a variety of purposes, including indexing web pages for search engines, gathering data for market research, and monitoring websites for content changes. Search
engines use web crawling to discover new web pages and to update their existing index of the web. This allows users to search for and
fi
nd relevant websites when they use a search engine.
Online retailers and other businesses also use web crawling to gather data on competitors' prices and products. This can help them to make more informed business decisions and to stay
competitive in their market.
In addition, web crawling is often used by marketers to collect data on consumer behavior and preferences. This data can be used to develop targeted advertising campaigns and to improve
the user experience on websites.
Overall, web crawling is an important tool for a wide range of applications, and it plays a crucial role in how the internet functions.
What's the hardest thing about web crawling?
One of the hardest things about web crawling is dealing with the vast and constantly changing nature of the internet. The internet is made up of billions of web pages, and new pages are
being added all the time. This means that web crawlers have to be able to e
ffi
ciently discover and index new pages, while also keeping track of changes to existing pages.
Another challenge with web crawling is dealing with the vast amounts of data that are generated. Web crawlers have to be able to e
ffi
ciently store and process large amounts of data in order
to provide useful information. This can be a complex and resource-intensive process.
Additionally, web crawlers have to be able to handle the many di
ff
erent technologies and formats that are used on the web. Websites can be built using a wide range of di
ff
erent programming
languages, frameworks, and content management systems, and web crawlers have to be able to understand and process this variety of technologies in order to extract useful information.
Overall, web crawling is a complex and challenging task, but it is an essential part of how the internet functions.
4. ChatGPT를 활용한 기술 블로그 작성 사례

23. Pros and Cons of Hiring a Webscraping Developer?
There are both advantages and disadvantages to hiring a web scraping developer. Some of the potential bene
fi
ts of hiring a web scraping developer include:
Expertise: A web scraping developer is likely to have a high level of expertise in the
fi
eld, which can be bene
fi
cial if you need to scrape large amounts of data or if you are working with
complex websites.
E
ffi
ciency: A web scraping developer can help you to develop custom scraping tools that can save time and e
ff
ort compared to manual data collection.
Scalability: Web scraping developers can help you to build scalable solutions that can handle large amounts of data and can be easily expanded as your needs grow.
Quality: A web scraping developer can help you to ensure that the data you collect is of high quality and can be used reliably for your intended purposes.
However, there are also some potential drawbacks to hiring a web scraping developer, including:
Cost: Hiring a web scraping developer can be expensive, particularly if you need specialized expertise or if you need to scrape large amounts of data.
Maintenance: Web scraping solutions require ongoing maintenance and updates in order to keep up with changes to the websites you are scraping. This can require additional e
ff
ort and
resources.
Compliance: It is important to ensure that any web scraping activities comply with the terms of service of the websites you are scraping, as well as with relevant laws and regulations. A web
scraping developer can help you to understand these requirements and develop compliant solutions, but you will need to be aware of these issues.
Overall, the decision to hire a web scraping developer will depend on your speci
fi
c needs and requirements. In some cases, it may be bene
fi
cial to bring in specialized expertise to help with
web scraping tasks, while in other cases it may be more cost-e
ff
ective to handle web scraping in-house or to use o
ff
-the-shelf tools.
What are the pros and cons of hiring a web scraping developer versus consulting a web scraping professional?
The main di
ff
erence between hiring a web scraping developer and consulting a web scraping professional is that a developer is typically responsible for building and maintaining the web
scraping tools and solutions, while a professional is typically focused on providing guidance and advice on web scraping strategies and best practices.
Some of the potential bene
fi
ts of hiring a web scraping developer include:
Expertise: A web scraping developer is likely to have a high level of expertise in the
fi
eld, which can be bene
fi
cial if you need to scrape large amounts of data or if you are working with
complex websites.
E
ffi
ciency: A web scraping developer can help you to develop custom scraping tools that can save time and e
ff
ort compared to manual data collection.
Scalability: Web scraping developers can help you to build scalable solutions that can handle large amounts of data and can be easily expanded as your needs grow.
Quality: A web scraping developer can help you to ensure that the data you collect is of high quality and can be used reliably for your intended purposes.
On the other hand, some of the potential bene
fi
ts of consulting a web scraping professional include:
4. ChatGPT를 활용한 기술 블로그 작성 사례

24. How to make informed decisions through web crawling?
Web crawling can be a valuable tool for making informed decisions, as it allows you to gather large amounts of data from the web and to analyze that data in order to gain insights and make
more informed decisions. Here are some steps you can follow to make informed decisions through web crawling:
Identify the information you need: Before you start web crawling, it's important to clearly identify the information you need and to understand how that information will be used to support your
decision-making process. This will help you to focus your web crawling e
ff
orts and to ensure that you collect the right data.
Develop a web crawling strategy: Once you know what information you need, you can develop a web crawling strategy to collect that data. This might involve identifying the speci
fi
c websites
or pages that you need to crawl, as well as the speci
fi
c data points that you need to extract from those pages.
Use web crawling tools: There are many di
ff
erent tools and technologies available for web crawling, and you can use these tools to automate the process of collecting data from the web. This
can save time and e
ff
ort compared to manual data collection, and it can help to ensure that you collect high-quality data.
Analyze the data: Once you have collected the data, you can use various analytical techniques to gain insights from the data and to support your decision-making process. This might involve
using statistical methods to identify trends or patterns in the data, or using machine learning algorithms to make predictions or recommendations based on the data.
Make informed decisions: Finally, you can use the insights and information you have gained through web crawling to make informed decisions. This might involve making changes to your
business strategy, developing new products or services, or taking other actions based on the data you have collected.
Overall, web crawling can be a valuable tool for making informed decisions, as it allows you to collect large amounts of data from the web and to use that data to gain insights and make more
informed decisions.
Di
ffi
culties in maintenance when web crawling?
One of the main di
ffi
culties with web crawling is the need for ongoing maintenance and updates to the web scraping tools and solutions. Websites are constantly changing, and web scraping
solutions need to be able to adapt to these changes in order to continue working properly. This can require signi
fi
cant ongoing e
ff
ort and resources, which can be a challenge for organizations
that are already stretched for time and resources.
Some of the speci
fi
c challenges related to maintaining web scraping solutions include:
Updating scraping rules: Websites often change the structure and formatting of their pages, which can break existing web scraping rules. This means that web scraping solutions need to be
regularly updated to re
fl
ect these changes and to continue working properly.
Handling new technologies: Websites are constantly adopting new technologies and formats, and web scraping solutions need to be able to handle these changes in order to continue
working properly. This can require signi
fi
cant ongoing e
ff
ort to keep up with the latest developments in web technologies.
4. ChatGPT를 활용한 기술 블로그 작성 사례

25. https://brunch.co.kr/@bamchi/39
4. ChatGPT를 활용한 기술 블로그 작성 사례

26. 4. GPT-4
출처: ACQUISITION.COM
버전 출시 매개변수 (개)
GPT-1 2018년 117,000,000
GPT-2 2019년 1,500,000,000
GPT-3 2020년 175,000,000,000
GPT-4 2023년 100,000,000,000,000

27. 5. you.com

28. https://youtu.be/pp_9cGrT_Is
5. SENSEI - The Future of Photo Editing for Artists!

29. https://www.youtube.com/watch?v=JkQuGpJTHmU
5. DLSS 3 - The Performance Multiplier Power by AI

30. 출처: https://crevate.com/article/ai-human-creativity-question/
6. 결론
미래 사회에서 인간에게 가장 중요한 능력이 ‘창의성’이라고들 한다. 이
는 창의적 결과물을 척척 찍어내는 능력이 아니라, 끊임없이 따져 물어
서 새로운 답을 만들어내는 능력이다. 따라서 우리 인간은 미래에 살아
남기 위해서라도 ‘질문하는 훈련’을 해야 한다. 일상 속의 문제에 민감하
게 반응하고, 끊임없이 ‘왜?’라는 질문을 던져야 한다. 질문이야말로 인
간만이 가진 소중한 창의의 씨앗이니까.

31. 31
감사합니다
해시스크래퍼
빠르고 정확한 종합 데이터 솔루션
Contact
02. 6952. 1804
E-mail
help@hashscraper.com
www.hashscraper.com
Address
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서울핀테크랩 17층 106