์ธ๊ณต์ง€๋Šฅ ๊ธฐ์ˆ  ๋ถ„์•ผ

XGBoost, Random Forest, DNN, LSTM/GRU, SVM ๋“ฑ ๊ณ ๊ธ‰ ๋จธ์‹ ๋Ÿฌ๋‹ยท๋”ฅ๋Ÿฌ๋‹ ์•Œ๊ณ ๋ฆฌ์ฆ˜๊ณผ ๋‹ค์ฐจ์› ๋ฐ์ดํ„ฐ ์œตํ•ฉ, ์ด์ƒ์น˜ ํƒ์ง€, ์ฐจ์› ์ถ•์†Œ ๊ฐ™์€ ๊ณ ๋„ํ™”๋œ ๋ฐ์ดํ„ฐ ์ „์ฒ˜๋ฆฌยทํŠน์„ฑ๊ณตํ•™ ๊ธฐ์ˆ ์— ๊ธฐ๋ฐ˜ํ•˜์—ฌ, ์‹ฌ๋ฆฌ ๋ถ„์„ ์˜ˆ์ธก, ๊ธฐ์ƒ ์˜ˆ์ธก ํ”Œ๋žซํผ, ์ง€ํ•˜๋งค์„ค๋ฌผ ์นจํ•˜ ํƒ์ง€, UAM/AAM ์ตœ์  ํ•ญ๋กœ ์„ค๊ณ„ ๋“ฑ ๋‹ค์–‘ํ•œ ๋ถ„์•ผ์—์„œ ์ •๋ฐ€ํ•œ ํŒจํ„ด ์ธ์‹๊ณผ ์‹ค์‹œ๊ฐ„ ์˜ˆ์ธก์„ ๊ฐ€๋Šฅํ•˜๊ฒŒ ํ•ฉ๋‹ˆ๋‹ค. ์ด๋ฅผ ํ†ตํ•ด ์ •ํ™•๋„ ํ–ฅ์ƒ, ์œ„ํ—˜ ์‚ฌ์ „ ํƒ์ง€, ์—๋„ˆ์ง€ ํšจ์œจ ์ตœ์ ํ™”, ์•ˆ์ „์„ฑ ๊ฐ•ํ™” ๋“ฑ ๋„๋ฉ”์ธ ํŠนํ™” AI ์†”๋ฃจ์…˜์„ ๊ตฌํ˜„ํ•˜์—ฌ ์‚ฐ์—… ์ „๋ฐ˜์˜ ํ˜์‹ ๊ณผ ๊ฒฝ์Ÿ ์šฐ์œ„๋ฅผ ์‹คํ˜„ํ•ฉ๋‹ˆ๋‹ค.

์„œ๋น„์Šค ๊ธฐ๋Šฅ

AI ๊ธฐ์ˆ  ๊ธฐ๋Šฅ ์„ค๋ช… ์ ์šฉ ๋ถ„์•ผ
Agentic AI / ์ž์œจ AI ์‹œ์Šคํ…œ ๊ฐ•ํ™”ํ•™์Šต(Reinforcement Learning), Graph Neural Networks, ๋‹ค์ค‘ ์—์ด์ „ํŠธ ํ•™์Šต UAM/AAM ์ตœ์  ํ•ญ๋กœ ์˜ˆ์ธก, ์Šค๋งˆํŠธ ๊ตํ†ต ๊ด€๋ฆฌ
Generative AI Deep Neural Networks, Transformer ๊ธฐ๋ฐ˜ ๋ชจ๋ธ, ๋ฐ์ดํ„ฐ ์ฆ๊ฐ• ์‹ฌ๋ฆฌ ๋ถ„์„ ์˜ˆ์ธก(ํ…์ŠคํŠธ/์˜์ƒ ์ƒ์„ฑ), ํ•ฉ์„ฑ ๋ฐ์ดํ„ฐ ์ƒ์„ฑ
Multimodal AI ๋ฉ€ํ‹ฐ๋ชจ๋‹ฌ ๊ฐ์ • ๋ถ„์„, LSTM/GRU, CNN+RNN ํ•˜์ด๋ธŒ๋ฆฌ๋“œ ์‹ฌ๋ฆฌ๋ถ„์„ ์˜ˆ์ธก(ํ…์ŠคํŠธ+์Œ์„ฑ+ํ‘œ์ •), ๊ธฐ์ƒ ๋น…๋ฐ์ดํ„ฐ ๋ถ„์„
AI Reasoning & ์ปค์Šคํ…€ ์‹ค๋ฆฌ์ฝ˜ ๊ณ ์„ฑ๋Šฅ ์ถ”๋ก  ๋ชจ๋ธ, ํŠนํ™” ํ•˜๋“œ์›จ์–ด ์ตœ์ ํ™” ์ดˆ๋Œ€๊ทœ๋ชจ ๊ธฐ์ƒ ์˜ˆ์ธก, UAM ์‹ค์‹œ๊ฐ„ ๊ฒฝ๋กœ ํƒ์ƒ‰
AI Agents ๋„์ž… XGBoost, Random Forest, ๊ฐ•ํ™”ํ•™์Šต, ์—์ด์ „ํŠธ ๊ธฐ๋ฐ˜ ์‹œ๋ฎฌ๋ ˆ์ด์…˜ ์กฐ์ง ํšŒ๋ณต๋ ฅ ํ™•๋ณด, ์ง€ํ•˜๋งค์„ค๋ฌผ ์นจํ•˜ ์˜ˆ์ธก
์†Œํ˜• ๊ฒฝ๋Ÿ‰ AI ๋ชจ๋ธ ๋ชจ๋ธ ๊ฒฝ๋Ÿ‰ํ™”, ์‹œ๊ณต๊ฐ„ ๋ฐ์ดํ„ฐ ์Šค์ผ€์ผ๋ง, Mobile AI IoT ๊ธฐ๋ฐ˜ ์ง€๋ฐ˜ ๋ชจ๋‹ˆํ„ฐ๋ง, ์ด๋™ํ˜• ๊ธฐ์ƒ ์˜ˆ์ธก
๊ทœ์ œ ๋ฐ ์œค๋ฆฌ ํ”„๋ ˆ์ž„์›Œํฌ ๊ฐ•ํ™” Explainable AI(XAI), Feature Importance ๋ถ„์„, SHAP ์‹ฌ๋ฆฌ ๋ถ„์„(๊ฐœ์ธ ํ”„๋ผ์ด๋ฒ„์‹œ ๋ณดํ˜ธ), ๊ธฐ์ƒ ์˜ˆ์ธก(ํˆฌ๋ช…์„ฑ ํ™•๋ณด)
ํ•ฉ์„ฑ ๋ฐ์ดํ„ฐ (Synthetic Data) Generative Models, ๋ฐ์ดํ„ฐ ์ฆ๊ฐ•, ์‹œ๋ฎฌ๋ ˆ์ด์…˜ ๊ธฐ๋ฐ˜ ํ•™์Šต ๊ธฐ์ƒ ๋ฐ์ดํ„ฐ ๋ณด์™„, ์‹ฌ๋ฆฌ๋ถ„์„ ํ›ˆ๋ จ ๋ฐ์ดํ„ฐ ์ƒ์„ฑ
AI ํšŒ๋ณต๋ ฅ ํ™•๋ณด (Resilience) ์ด์ƒ์น˜ ํƒ์ง€, ์‹œ๊ณ„์—ด ์˜ˆ์ธก(LSTM), ์•™์ƒ๋ธ” ํ•™์Šต(Random Forest, XGBoost) ์žฌํ•ด ์กฐ๊ธฐ ๊ฒฝ๋ณด, ์ง€ํ•˜๋งค์„ค๋ฌผ ์œ„ํ—˜ ์‚ฌ์ „ ํƒ์ง€, ์กฐ์ง ์œ„๊ธฐ ๋Œ€์‘