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๊ด€๋ฆฌ ๋ฉ”๋‰ด

๋ชฉ๋ก์ „์ฒด ๊ธ€ (553)

A Joyful AI Research Journey๐ŸŒณ๐Ÿ˜Š

[8] 241108 Team Project Results: Stock Headline Sentiment Analysis [Goorm All-In-One Pass! AI Project Master - 4th Session, Day 8]

241108 Fri 8th class๋…ธ์…˜ ๋ฐœํ‘œ ์ž๋ฃŒ ๋งŒ๋“ค์—ˆ๋‹ค!https://acoustic-hexagon-e6d.notion.site/Streamlit-1361e9b916c3808c8d37e3bf079ea6df ์ฃผ์‹ ์ •๋ณด ์ œ๊ณต ๋ฐ ์‹œ๊ฐํ™”๋ฅผ ์œ„ํ•œ Streamlit ํ™œ์šฉ | NotionJoyeux (์ฃผ์•„์œ , ํ”„๋ž‘์Šค์–ด: ์œ ์พŒํ•œ, ํ†ต์พŒํ•œ) ํŒ€ ํ”„๋กœ์ ํŠธ (๋ฐœํ‘œ: 2024.11.08)acoustic-hexagon-e6d.notion.site์•„์ง URL, ์Šคํฌ๋ฆฐ์ƒท์€ ์—†๋‹ค.๊ฐ์„ฑ ๋ถ„์„ Streamlit ๋ฒ„์ „์„ ๋งŒ๋“ค์—ˆ๋‹ค๋‰ด์Šค ๊ฐ์ • ๋ถ„์„ ๋ฐ ์ด๋ฒคํŠธ ์˜ํ–ฅ ํ‘œ์‹œ๋‰ด์Šค ํ—ค๋“œ๋ผ์ธ ๊ฐ์ • ๋ถ„์„: ์ตœ๊ทผ ์ฃผ์‹๊ณผ ๊ด€๋ จ๋œ ๋‰ด์Šค ๊ธฐ์‚ฌ๋‚˜ ์†Œ์…œ ๋ฏธ๋””์–ด ๋ฐ์ดํ„ฐ๋ฅผ ์ˆ˜์ง‘ํ•˜์—ฌ, ๊ฐ์ • ๋ถ„์„์„ ํ†ตํ•ด ๊ธ์ •์ , ๋ถ€์ •์ , ์ค‘๋ฆฝ์ ์ธ ์˜๊ฒฌ์„ ๋ถ„๋ฅ˜ํ•  ์ˆ˜ ์žˆ์–ด์š”. ์ด๋ฅผ ํ†ต..

[7] 241107 Generative AI [Goorm All-In-One Pass! AI Project Master - 4th Session, Day 7]

241107 Thu 7th class์˜ค๋Š˜ ๋ฐฐ์šด ๊ฒƒ ์ค‘ ๊ธฐ์–ตํ•  ๊ฒƒ์„ ์ •๋ฆฌํ–ˆ๋‹ค.๋…ธ์ฝ”๋”ฉ์œผ๋กœ ๊ฐ€๋Š” ํšŒ์‚ฌ, ์‚ฌ๋žŒ๋“ค์ด ๋งŽ๋‹ค. ๋งฅ๋ฝ์„ ๋ณด๊ณ  ์ „๋žต์ ์œผ๋กœ ํ•œ๋‹ค ํ˜„์žฌ ์œ„์น˜๋ฅผ ๋ช…ํ™•ํ•˜๊ฒŒ ํŒŒ์•…ํ•œ๋‹ค๊ณต๋ถ€์™€ ์‹ค๋ ฅ์€ ์ฐจ์ด๊ฐ€ ์žˆ๋‹ค ์›ํ•˜๋Š” ๊ณณ์ด ์•ˆ ๋˜๋ฉด ๋ฐ‘์œผ๋กœ ๊ฐ„๋‹ค ์ผ ํ•˜๋ ค๊ณ  ํ•˜๋ฉด ๊ธฐ์ค€์„ ๋†’๊ฒŒ ์„ธ์šฐ์ง€X ๋Œ€๊ธฐ์—…: ์ฝ”๋”ฉ ํ…Œ์ŠคํŠธ์ค‘์†Œ๊ธฐ์—…: ์‹ค๋ ฅ ์Œ“๊ณ  -> ํฐ ๊ธฐ์—… ๋งˆ์น˜๊ณ  3-5์‹œ๊ฐ„ ๊ณต๋ถ€, ๋…ผ๋ฌธ ๋ชจ์ž„ ๋“ฑ1๋…„ ํ›„ ์ด์ง (๊ด€๋ จ ํšŒ์‚ฌ)๋ถ„์•ผ ์ž˜ ์ •ํ•˜๊ธฐ ๋ญ˜ ํ•˜๊ณ  ์‹ถ๋‹ค ๋ชฉํ‘œ ์ž˜ ์ •ํ•˜๊ธฐ๊ทธ ๋ถ„์•ผ์˜ ๋…ผ๋ฌธ ์ฝ๋Š” ์ˆ˜์ค€์œผ๋กœ ๊ฐ„๋‹ค๋ช‡ ๋…„ ๊ฑธ๋ฆฐ๋‹ค ๋ชจ๋ฅด๋Š” ๊ฒŒ ๋‹น์—ฐํ•œ ๊ฑฐ๋‹ค ์‹ค๋ฌด์ž์˜ ์ˆ˜์ค€์œผ๋กœ ๊ณต๋ถ€ํ•œ๋‹ค ์‹ค๋ฌด์ž๋„ ๋‹ค ๋ชจ๋ฅธ๋‹ค ๊ณต๋ถ€ ์—„์ฒญํ•œ๋‹ค ์ˆ˜์ค€์ด ์•„๋‹Œ ๋ฐ ๊ทธ๊ฑธ ๋ณด๊ณ  ์žˆ๋‹ค (๋…ผ๋ฌธ, ์Šคํƒ ํฌ๋“œ ๊ฐ•์˜, ๋‚ด ์ˆ˜์ค€์— ๋งก๋Š” ์ฑ…)์„œ์ ์— ๊ฐ€์„œ ์ง์ ‘ ๊ฐ€์„œ ์ฝ์–ด๋ด์•ผ ํ•œ๋‹ค ์ฑ…์€ ๋‘ ์„ธ๋ฒˆ ๋ด์•ผ ์˜๋ฏธ ์žˆ๋‹ค...

[6] 241106 Team Project Role: Stock Headline Sentiment Analysis [Goorm All-In-One Pass! AI Project Master - 4th Session, Day 6]

๊ฐ์„ฑ ๋ถ„์„ ์ด์ŠˆNeutral ์•ˆ ํ•ด๋ด„ ํ•ด๋ณด์ž! ๊ถ๊ธˆํ•˜๋‹ค ์ค‘๋ฆฝ ๊ฐ์„ฑ ๋ถ„์„์€ ํŠน์ • ํ…์ŠคํŠธ๊ฐ€ ๊ธ์ •์ ์ด๊ฑฐ๋‚˜ ๋ถ€์ •์ ์ธ ๊ฐ์„ฑ์„ ๊ฐ–์ง€ ์•Š๊ณ  ์ค‘๋ฆฝ์ ์ธ ์ƒํƒœ์ž„์„ ํ‰๊ฐ€ํ•˜๋Š” ๊ณผ์ •์ž…๋‹ˆ๋‹ค. ๊ฐ์„ฑ ๋ถ„์„์€ ์ผ๋ฐ˜์ ์œผ๋กœ ๊ธ์ •, ์ค‘๋ฆฝ, ๋ถ€์ •์˜ ์„ธ ๊ฐ€์ง€ ๋ฒ”์ฃผ๋กœ ๋‚˜๋ˆŒ ์ˆ˜ ์žˆ์œผ๋ฉฐ, ์ค‘๋ฆฝ ๊ฐ์„ฑ์€ ์ฃผ๋กœ ๊ฐ์ •์ด ๋ช…ํ™•ํ•˜๊ฒŒ ๋“œ๋Ÿฌ๋‚˜์ง€ ์•Š๋Š” ๊ฒฝ์šฐ์— ํ•ด๋‹นํ•ฉ๋‹ˆ๋‹ค.๊ณต๋ชจ์ฃผ ์ƒ์žฅ ์˜ˆ์ • ๋“ฑ ๊ฐ์„ฑ ๋ถ„์„ -> ์›€์ง์ž„! ๊ตฌํ˜„ (๋‚˜๋ฌด, ํ• ์•„๋ฒ„์ง€) ARIMA LSTM(์žฅ๊ธฐ ๋‹จ๊ธฐ ๊ธฐ์–ต)https://github.com/yjyuwisely/AI_project_mastery_bootcamp/blob/main/241107_stock_sentiment.ipynb AI_project_mastery_bootcamp/241107_stock_sentiment.ipynb at main · ..

[6] 241106 Notion, Prompt Engineering [Goorm All-In-One Pass! AI Project Master - 4th Session, Day 6]

241106 Wed 6th class์˜ค๋Š˜ ๋ฐฐ์šด ๊ฒƒ ์ค‘ ๊ธฐ์–ตํ•  ๊ฒƒ์„ ์ •๋ฆฌํ–ˆ๋‹ค.ChatGPT ํ™œ์šฉ ํ”„๋กฌํ”„ํŠธ ์—”์ง€๋‹ˆ์–ด๋ง ์ค‘์š”: ์ฝ”๋“œ ๋ชฐ๋ผ๋„ ๋งŒ๋“ฆ ChatGPT, Claude ์ ˆ๋Œ€ ์˜์กดX AI ์‚ฌ์šฉ, ์‚ฌ์šฉX ์ฐจ์ด๊ฐ€ ์ปค์ง„๋‹ค ๊ณ„์† ๊ต์œก ๋ฐ›๊ณ  ๊ณต๋ถ€ํ•ด์•ผํ•œ๋‹ค ์•„๊นŒ์›Œํ•˜๋ฉด X๋ฐ”์˜๊ฒŒ, ์—ด์‹ฌํžˆ๊ฐ€ ํ•ญ์ƒ ์ข‹์€ ๊ฑด Xํˆฌ์žํ•˜๋Š” ์‹œ๊ฐ„ -> ๋‚˜์˜ ๋ฐœ์ „, ์—…๋ฌด ๋ฐœ์ „ ๋ˆ๋งŒ ๋ณด๋ฉด ์˜ค๋ž˜ ๋ชป๊ฐ ์ง์—…์ด ์—†์–ด์ง€๊ณ  ์ผ์ด ๋  ์ˆ˜ ์žˆ๋‹ค ๊ณ ์ง‘X๋‚œ ๋ฐ˜๋“œ์‹œ ์ด๊ฑธ ํ•ด์•ผํ•œ๋‹คX์ˆ˜์š”๊ฐ€ ๋‚˜๋Š” ๋ถ„์•ผ๋กœ ์—ด์–ด๋‘”๋‹ค, ํˆฌ์žํ•ด์„œ ๊ฐ€์น˜๊ฐ€ ์žˆ์„ ๋ถ„์•ผ๋กœ ๊ฐ„๋‹ค ์ž˜ ํ•˜๋Š” ๊ฑธ AI๋กœ ํ™œ์šฉํ•ด์„œ ๊ทธ ๋ถ„์•ผ๋กœ ๊ฐˆ ์ˆ˜ ์žˆ๋‹ค. ๊ฐ•์˜: ์ดˆ๊ธ‰์ž ๊ฐ•์˜๊ฐ€ ๋งŽ๋‹ค. ์ˆ˜์š”O๋„ˆ๋ฌด ์‹œ๊ฐ„X (๊ฐ•์˜ ๋“ฑ)ํšŒ์‚ฌ๊ฐ€์„œ ๊ณต๋ถ€, ์ง์žฅ์—์„œ ์ผ ์•ˆ ํ•˜๋ฉด ๋‹ค ๋ชจ๋ฅด๋Š” ๊ฑฐ๋‹ค ํŽธํ•œ ์ชฝ์œผ๋กœ ๊ฐ€๋ฉด X๋…ธ์ฝ”๋”ฉ, ๋กœ์ฝ”๋”ฉ X, ๋•Œ๋กœ๋Š” ์ฝ”๋”ฉ์„ ํ•ด์„œ ๋งŒ๋“œ..

Vision & LLM

VISION๊ณผ LLM(๋Œ€ํ˜• ์–ธ์–ด ๋ชจ๋ธ)์€ ๊ฐ๊ฐ์˜ ํŠน์„ฑ๊ณผ ์‘์šฉ ๊ฐ€๋Šฅ์„ฑ์ด ๋‹ค๋ฅด๊ธฐ ๋•Œ๋ฌธ์— ์–ด๋–ค ๊ฒƒ์ด ๋” ์ „๋ง์ด ์ข‹์€์ง€ ๋‹จ์ •์ง“๊ธฐ ์–ด๋ ค์šด ์ธก๋ฉด์ด ์žˆ์Šต๋‹ˆ๋‹ค. ๋‹ค๋งŒ ๋‘ ๋ถ„์•ผ ๋ชจ๋‘ AI ์—ฐ๊ตฌ ๋ฐ ์‚ฐ์—… ๋‚ด์—์„œ ์ค‘์š”ํ•œ ์—ญํ• ์„ ํ•˜๊ณ  ์žˆ์œผ๋ฉฐ, ๊ฐ๊ธฐ ๋‹ค๋ฅธ ์žฅ์ ์„ ๊ฐ€์ง€๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ์–ด๋Š ์ชฝ์ด ๋” ์ „๋ง์ด ์ข‹๋‹ค๊ณ  ๋ณด๋‹ค๋Š”, ๊ฐœ์ธ์ ์ธ ๊ด€์‹ฌ์‚ฌ์™€ ์ปค๋ฆฌ์–ด ๋ชฉํ‘œ์— ๋”ฐ๋ผ ์–ด๋Š ์ชฝ์ด ๋” ๋งž๋Š”์ง€ ์ƒ๊ฐํ•˜๋Š” ๊ฒƒ์ด ์ค‘์š”ํ•ฉ๋‹ˆ๋‹ค. ๋‹ค์Œ์€ ๊ฐ ๋ถ„์•ผ์˜ ํ˜„์žฌ ์ „๋ง๊ณผ ์žฅ๋‹จ์ ์— ๋Œ€ํ•œ ๋น„๊ต์ž…๋‹ˆ๋‹ค.VISION (์ปดํ“จํ„ฐ ๋น„์ „)๊ฐ•์ ๊ณผ ์ „๋ง๋ฌผ๋ฆฌ์  ์„ธ๊ณ„์™€์˜ ์—ฐ๊ฒฐ: ์ปดํ“จํ„ฐ ๋น„์ „์€ ์ด๋ฏธ์ง€๋‚˜ ๋น„๋””์˜ค ๋ฐ์ดํ„ฐ๋ฅผ ๋ถ„์„ํ•˜์—ฌ 3D ๊ฐ์ฒด ์ธ์‹, ํ–‰๋™ ์ธ์‹, ๊ณต๊ฐ„์  ์ดํ•ด ๋“ฑ์„ ํ†ตํ•ด ๋ฌผ๋ฆฌ์  ์„ธ๊ณ„์™€์˜ ์ƒํ˜ธ์ž‘์šฉ์„ ๊ฐ€๋Šฅํ•˜๊ฒŒ ํ•ฉ๋‹ˆ๋‹ค. ์ด๋Š” ์ž์œจ์ฃผํ–‰์ฐจ, ๋กœ๋ด‡ ๊ณตํ•™, ์˜๋ฃŒ ์˜์ƒ ๋ถ„์„ ๋“ฑ ๋‹ค์–‘ํ•œ ์‘์šฉ ๋ถ„์•ผ์—..

AI์˜ ํ•˜์œ„ ๋ถ„์•ผ

AI๋Š” ์—ฌ๋Ÿฌ ๊ฐ€์ง€ ๋‹ค์–‘ํ•œ ํ•˜์œ„ ๋ถ„์•ผ๋กœ ๊ตฌ์„ฑ๋˜์–ด ์žˆ์œผ๋ฉฐ, ๊ฐ ๋ถ„์•ผ๋Š” ํŠน์ •ํ•œ ๋ฌธ์ œ๋ฅผ ํ•ด๊ฒฐํ•˜๊ธฐ ์œ„ํ•ด ๊ณ ์œ ํ•œ ๊ธฐ๋ฒ•๊ณผ ์‘์šฉ์„ ๊ฐ€์ง€๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ๋Œ€ํ‘œ์ ์ธ AI์˜ ํ•˜์œ„ ๋ถ„์•ผ๋Š” ๋‹ค์Œ๊ณผ ๊ฐ™์Šต๋‹ˆ๋‹ค:1. ๋จธ์‹  ๋Ÿฌ๋‹ (Machine Learning)๋ฐ์ดํ„ฐ๋ฅผ ์‚ฌ์šฉํ•ด ๋ชจ๋ธ์„ ํ•™์Šตํ•˜๊ณ , ํŒจํ„ด์„ ๋ฐœ๊ฒฌํ•˜๊ฑฐ๋‚˜ ์˜ˆ์ธก์„ ์ˆ˜ํ–‰ํ•˜๋Š” ๋ถ„์•ผ์ž…๋‹ˆ๋‹ค. ๋Œ€ํ‘œ์ ์œผ๋กœ ์ง€๋„ ํ•™์Šต, ๋น„์ง€๋„ ํ•™์Šต, ๊ฐ•ํ™” ํ•™์Šต ๋“ฑ์ด ์žˆ์Šต๋‹ˆ๋‹ค.๋จธ์‹  ๋Ÿฌ๋‹์€ ํŠนํžˆ ์ด๋ฏธ์ง€ ์ธ์‹, ์Œ์„ฑ ์ธ์‹, ์ถ”์ฒœ ์‹œ์Šคํ…œ ๋“ฑ์— ๋งŽ์ด ์‚ฌ์šฉ๋ฉ๋‹ˆ๋‹ค.2. ๋”ฅ ๋Ÿฌ๋‹ (Deep Learning)๋จธ์‹  ๋Ÿฌ๋‹์˜ ํ•œ ํ•˜์œ„ ๋ถ„์•ผ๋กœ, ์ธ๊ณต ์‹ ๊ฒฝ๋ง์„ ์‚ฌ์šฉํ•ด ๋ณต์žกํ•œ ํŒจํ„ด์„ ํ•™์Šตํ•ฉ๋‹ˆ๋‹ค. CNN(ํ•ฉ์„ฑ๊ณฑ ์‹ ๊ฒฝ๋ง), RNN(์ˆœํ™˜ ์‹ ๊ฒฝ๋ง), ํŠธ๋žœ์Šคํฌ๋จธ ๋“ฑ์ด ๋”ฅ ๋Ÿฌ๋‹์˜ ์ค‘์š”ํ•œ ๋ชจ๋ธ๋“ค์ž…๋‹ˆ๋‹ค.์ด๋ฏธ์ง€ ๋ถ„๋ฅ˜, ์ž์—ฐ์–ด ์ฒ˜๋ฆฌ, ์ž์œจ ์ฃผํ–‰ ๋“ฑ ์—ฌ๋Ÿฌ ..