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๊ด€๋ฆฌ ๋ฉ”๋‰ด

A Joyful AI Research Journey๐ŸŒณ๐Ÿ˜Š

๐ŸŒท[1] 241030 Orientation [Goorm All-In-One Pass! AI Project Master - 4th Session, Day 1] ๋ณธ๋ฌธ

๐ŸŒณAI & Quantum Computing Bootcamp 2024โœจ/AI Lecture Revision

๐ŸŒท[1] 241030 Orientation [Goorm All-In-One Pass! AI Project Master - 4th Session, Day 1]

yjyuwisely 2024. 10. 31. 09:08

241030 Wed 1st class

์˜ค๋Š˜ ๋ฐฐ์šด ๊ฒƒ ์ค‘ ๊ธฐ์–ตํ•  ๊ฒƒ์„ ์ •๋ฆฌํ–ˆ๋‹ค.


6๊ฐœ์›”์˜ ์••์ถ•ํŒ์ด๋‹ค. LLM์€ ๋ฉ”์ธ์ด๋‹ค. 

๋…ผ๋ฌธ ์ˆ˜์ค€์˜ ์‹ค๋ ฅ์€ ํšŒ์‚ฌ์— ๊ฐœ๋ฐœ์ž, AI ์—”์ง€๋‹ˆ์–ด๋กœ ์ทจ์—…ํ•ด์•ผ ๊ฐ€๋Šฅ 

1๊ฐœ์›” ๋™์•ˆ ์„ฑ์žฅํ•˜๋Š” ๋ชจ์Šต์œผ๋กœ ํฌํŠธํด๋ฆฌ์˜ค ๋งŒ๋“ ๋‹ค
-> ์ทจ์—…์— ๋„์›€ ๋œ๋‹ค. 

ํ”„๋กœ์ ํŠธ๋ฅผ ๋ณด๊ณ  ์—ด์‹ฌํžˆํ–ˆ๋‹ค๊ณ  ํ‰๊ฐ€ํ•œ๋‹ค 

๊ธ์ •์ ์ธ ์–ธ์–ด๊ฐ€ ์ค‘์š”ํ•˜๋‹ค (์•ˆ ์ข‹์€ ๋ง์€ ๊ธˆ๋ฐฉ ๋ฒˆ์ง„๋‹ค -> ์˜์š• ๋‹ค์šด) 

๋ถ€๋”ชํ˜€์„œ ๋„˜์–ด๊ฐ€์•ผ ํ•œ๋‹ค 

ํ•  ์ˆ˜ ์žˆ๋Š” ๊ฒƒ์— ์ง‘์ค‘ํ•œ๋‹ค 

๋ชจ๋ฅด๋Š” ๊ฒƒ์€ ๊ฐœ์ธํ†ก์œผ๋กœ ์งˆ๋ฌธ, ์ƒ๋‹ด ํ•„์š”ํ•˜๋ฉด ๋””์ฝ” ๋””์—  ๋ณด๋ƒ„ 

๋น„๋””์˜ค ์ผœ๊ธฐ -> ๋ฐฐ์›€์˜ ์†๋„๊ฐ€ ๋‹ค๋ฅด๋‹ค 

๊ณผ์ œ ์ถฉ์‹คํžˆ ํ•˜๊ธฐ

๋ณต์Šต์€ ํ•„์ˆ˜๋‹ค.

40-45๋ถ„ ์ˆ˜์—…, 5๋ถ„์€ QA, ๊ฐœ์ธ ์ •๋ฆฌ ์‹œ๊ฐ„ 

์˜ค์ „ 3์‹œ๊ฐ„ ์‹œ๊ฐ„, 1์‹œ๊ฐ„ ์ ์‹ฌ, ์˜คํ›„ 4์‹œ๊ฐ„ ์ˆ˜์—…

๋ฉ˜ํ†  -> ํ”„๋กœ์ ํŠธ ์—…๊ทธ๋ ˆ์ด๋“œ 

๋Šฆ์€ ๊ฑด ์—†๋‹ค. 4๋…„ ๋™์•ˆ ์—ด์‹ฌํžˆ ํ•จ AI ๋Œ€ํšŒ 1๋“ฑ, ์œ ๋Ÿฝ ๋Œ€ํšŒ 1๋“ฑ 

์‹œ๊ฐ„์„ ์–ด๋–ป๊ฒŒ ์“ฐ๋Š” ๊ฒƒ์ด ์ค‘์š”

์ œ๋Œ€๋กœ ๊ณต๋ถ€ํ•œ๋‹ค. (์‚ฌ์šฉํ•œ๋‹ค) 

ํ•  ์ˆ˜ ์žˆ๋Š” ๋ฐ ์•ˆ ํ•˜๋Š” ๊ฑด ํ•˜์ง€X 

์Šต๊ด€์„ ๋“ค์—ฌ๋†“์œผ๋ฉด ์—๋„ˆ์ง€

1, 2, 3๋…„ ๊ฒฉ์ฐจ๊ฐ€ ํ™• ์ƒ๊ธด๋‹ค 

AI ํšŒ์‚ฌ, ๊ฐœ๋ฐœ, ์ผ๋งŒ ํ•˜๋Š” ๊ฑฐ X 

ํ”„๋กœ์ ํŠธ ์ค‘์š” 


์‚ฌ์šฉํ•˜๋‹ค๋ณด๋ฉด ๋งŒ๋“ค๊ฒŒ ๋จ 

์ œ๋Œ€๋กœ ์จ๋ณธ๋‹ค 

์ฝ”๋”ฉ๋„ ์—ด์‹ฌํžˆ ํ•œ๋‹ค ์ˆ˜์—… ๋•Œ ์—ด์‹ฌํžˆ ํ•œ๋‹ค 

์•Œ๋ฉด ์•Œ ์ˆ˜๋ก ๋ชจ๋ฅด๋Š” ๊ฑฐ ๋งŽ์Œ 

ํ•˜์–€ ๋ฐฑ์ง€, ๊ฒธ์†ํ•œ ์‚ฌ๋žŒ์ด ๋งŽ์ด ๋ฐฐ์šด๋‹ค. 


์ฝ”ํŒŒ์ผ๋Ÿฟ ์žฅ์ : ์ด๋ฏธ์ง€, ๋น™ ํฌ๋ฆฌ์—์ดํ„ฐ 


์ˆ˜์ค€๋ณ„ ๋ณต์Šตํ•˜๊ธฐ
(1) ์™•์ดˆ๋ณด - ์šฐ์„  ๊ธฐ๋ณธ ์šฉ์–ด ์ค‘์‹ฌ์œผ๋กœ ์ •๋ฆฌํ•œ๋‹ค.
 
(2) ์ดˆ๋ณด - ์šฉ์–ด๊ฐ€ ์–ด๋Š์ •๋„ ์ต์ˆ™ํ•ด ์ง€๋ฉด notion์˜ ์‹ค์ œ๋กœ ํ•ด๋ณด๊ธฐ(์‹ค์Šต ๋ฐ ์ƒ๊ฐํ•ด ๋ณด๊ธฐ) ๋‚ด์šฉ์— ๋Œ€ํ•ด์„œ ์ฐพ์•„๋ณด๊ณ  ์‹ค์Šตํ•ด ๋ณธ๋‹ค.
 
(3) ์ดˆ๋ณด ๋ฒ—์–ด๋‚˜๊ธฐ - ์ˆ˜์—… ๋‚ด์šฉ์„ ๋ฐ”ํƒ•์œผ๋กœ ํ”„๋กœ์ ํŠธ๋ฅผ ๋ฌด์—‡์„ ํ•  ์ˆ˜ ์žˆ์„๊นŒ? ์ถ”๊ฐ€ ํ•™์Šต ๋“ฑ์„ ํ•ด ๋ณธ๋‹ค.
 
(4) ์‹œ๊ฐ„์ด ๋‚จ์œผ๋ฉด - ์šฐ์„ ์€ ๋‚ด๊ฐ€ ๋ฌด์—‡์„ ํ•˜๊ณ  ์‹ถ์€์ง€, ํ•œ๋ฒˆ ์ฐพ์•„๋ณด๊ณ , ์–ด๋–ค ๋ฐฉํ–ฅ์œผ๋กœ ๊ฐˆ์ง€ ์ฐพ์•„๋ณด๊ณ , ๊ทธ์— ๊ด€๋ จ๋œ ๊ณต๋ถ€๋ฅผ ํ•˜๋ฃจ์— ๋ณต์Šต ํ›„, 1-3์‹œ๊ฐ„ ์ •๋„ ๊ณต๋ถ€๋ฅผ ํ•ด ๋ณธ๋‹ค.
  • ๋Œ€๊ธฐ์—… ์ค€๋น„์ค‘์ธ ํ•™์ƒ๋“ค - ์‹ ์ž…์˜ ๊ฒฝ์šฐ, ์ฝ”๋”ฉ ํ…Œ์ŠคํŠธ๊ฐ€ ์žˆ๊ธฐ์— ์ด๋ฅผ ์ค€๋น„(ํ•˜๋ฃจ์— 30-50๋ถ„ ์ •๋„)
    • ์ด์ง์„ ์ค€๋น„ํ•˜์‹œ๋Š” ๋ถ„๋“ค - github or notion๋“ฑ์œผ๋กœ ์ž์‹ ์˜ ํฌํŠธํด๋ฆฌ์˜ค, ์ง€๊ธˆ๊นŒ์ง€ ๋‚ด์šฉ์„ ์ž˜ ์ •๋ฆฌํ•ด ๋ณธ๋‹ค.
    • ๋ฐ์ดํ„ฐ ๋ถ„์„๊ฐ€ ์ค€๋น„ - ๋ฐ์ดํ„ฐ ๋ถ„์„ ๊ด€๋ จ ์ฑ…์„ ํ•˜๋‚˜ ์„ ์ •ํ•ด์„œ ๊ณต๋ถ€ํ•ด ๊ฐ€๊ธฐ
    • LLM ๊ด€๋ จ ์‹ฌํ™” ๋‚ด์šฉ - LLM ๊ด€๋ จ ์ฑ…์„ ํ•˜๋‚˜ ์‚ฌ์„œ ์ฐจ๊ทผ์ฐจ๊ทผ ์ฝ์–ด๋ณด๋ฉด์„œ ๊ณต๋ถ€ํ•ด ๊ฐ€๊ธฐ.
์œ„์˜ ๋‚ด์šฉ์€ ์ผ๋ฐ˜์ ์ธ ๋‚ด์šฉ์ด๋ผ, ์ •๋‹ต์ด ๋  ์ˆ˜ ์—†์Šต๋‹ˆ๋‹ค. ์ž์‹ ์— ๋งž๋Š” ๋ฐฉ๋ฒ•์œผ๋กœ ์ตœ์ ํ™” ์‹œ์ผœ์„œ ํ•  ์ˆ˜ ์žˆ๋Š” ๊ฒƒ ์•ˆ์—์„œ ํ•˜๋‚˜์”ฉ ํ•ด ๋‚˜๊ฐ€์„ธ์š”!!!
  1. ๊ฐ€์žฅ ์šฐ์„ ์€ ์ˆ˜์—… ๋‚ด์šฉ์„ ์šฐ์„ ์ ์œผ๋กœ ์ดํ•ดํ•˜๊ณ , ๋„“ํ˜€ ๊ฐ€๋Š” ๊ฒƒ์„ ์ถ”์ฒœ๋“œ๋ฆฝ๋‹ˆ๋‹ค.

3๊ต์‹œ

https://claude.ai/new

์ฝ”๋”ฉ์€ Claude๊ฐ€ ๋” ์ž˜ํ•œ๋‹ค 
https://claude.ai/

 

Claude

Talk with Claude, an AI assistant from Anthropic

claude.ai

 

https://copilot.microsoft.com/

 

Microsoft Copilot: AI ๋„์šฐ๋ฏธ

Microsoft Copilot์€ ์ •๋ณด๋ฅผ ์ œ๊ณตํ•˜๊ณ , ์ƒ์ ˆํ•˜๊ณ , ์˜๊ฐ์„ ์ฃผ๋Š” ๋„์šฐ๋ฏธ์ž…๋‹ˆ๋‹ค. ์กฐ์–ธ, ํ”ผ๋“œ๋ฐฑ ๋ฐ ๊ฐ„๋‹จํ•œ ๋‹ต๋ณ€์„ ์–ป์œผ์„ธ์š”. ์ง€๊ธˆ Copilot์„ ์‚ฌ์šฉํ•ด ๋ณด์„ธ์š”.

copilot.microsoft.com

 


https://streamlit.io/

 

Streamlit • A faster way to build and share data apps

Streamlit is an open-source Python framework for data scientists and AI/ML engineers to deliver interactive data apps – in only a few lines of code.

streamlit.io

 

๋ฐฐํฌ


https://www.kaggle.com/

 

Kaggle: Your Machine Learning and Data Science Community

Kaggle is the world’s largest data science community with powerful tools and resources to help you achieve your data science goals.

www.kaggle.com

 

 



https://rowan-sail-868.notion.site/ChatGPT-4e410c44aa254f27a106071e62c6196e

https://platform.openai.com/playground/

๊ฐ€๊ฒฉ: GPT-4o ๋ฏธ๋‹ˆ๋Š” GPT-3.5 ํ„ฐ๋ณด๋ณด๋‹ค 60% ์ด์ƒ ์ €๋ ด


ํŽ˜๋ฅด์†Œ๋‚˜: 

ํŽ˜๋ฅด์†Œ๋‚˜ ๋งˆ์ผ€ํŒ…์€ ํŠน์ • ํƒ€๊ฒŸ ์‹œ์žฅ ๋‚ด์—์„œ ์‹ค์ œ ๊ตฌ๋งค์ž๋‚˜ ์‚ฌ์šฉ์ž๋ฅผ ๋Œ€ํ‘œํ•˜๋Š” ๊ฐ€์ƒ์˜ ์ธ๋ฌผ (ํŽ˜๋ฅด์†Œ๋‚˜)์„ ๋งŒ๋“ค์–ด๋‚ด๊ณ , ์ด๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ ๋งˆ์ผ€ํŒ… ์ „๋žต์„ ๊ฐœ๋ฐœ


Youtube Summary with ChatGPT

[์—…๋ฌด ์‹œ๊ฐ„ ์ค„์ด๊ธฐ] Youtube ๋‚ด์šฉ ์š”์•ฝ ํ”„๋กœ๊ทธ๋žจ-Youtube Summary

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