๐ŸŒ• Connect Ai Artnfull | Lunar Lander Dueling DQN

Dueling Deep Q-Network(DQN) ๊ฐ•ํ™”ํ•™์Šต ๊ธฐ๋ฐ˜ ๋ฃจ๋‚˜๋žœ๋” ์‹œ๋ฎฌ๋ ˆ์ด์…˜
์ œ์ž‘: Connect Ai Artnfull

๋ฃจ๋‚˜๋žœ๋” ์ฐฉ๋ฅ™ ์‹œ๋ฎฌ๋ ˆ์ด์…˜

๐ŸŒ 24์‹œ๊ฐ„ ์˜จ๋ผ์ธ ๋ผ์ด๋ธŒ ๋ฐ๋ชจ (๋ฏธ์…˜ ๊ด€์ œ ์„ผํ„ฐ)

๋ณ„๋„ ์„ค์น˜ ์—†์ด ์›น ๋ธŒ๋ผ์šฐ์ €์—์„œ ์‹ค์‹œ๊ฐ„ ๋น„ํ–‰ ๋ฐ ํ•™์Šต ๊ณผ์ •์„ ๊ด€๋žŒํ•˜๊ณ  ์กฐ์ž‘ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค:
๐Ÿ‘‰ Connect Ai Artnfull ๋ฏธ์…˜ ๊ด€์ œ ์„ผํ„ฐ ์ ‘์† (Hugging Face Space)


๐Ÿš€ ํ•˜์ดํผํŒŒ๋ผ๋ฏธํ„ฐ (Hyperparameters)

ํŒŒ๋ผ๋ฏธํ„ฐ ๊ฐ’ ์„ค๋ช…
์•Œ๊ณ ๋ฆฌ์ฆ˜ Dueling Double DQN ์ƒํƒœ ๊ฐ€์น˜ (s) ํ–‰๋™ ์ด์  (s, a)$ ๋ถ„๋ฆฌ
ํ•™์Šต ์—ํ”ผ์†Œ๋“œ 1,000 ์ด ๋น„ํ–‰ ํ›ˆ๋ จ ํšŸ์ˆ˜
ํƒํ—˜๋ฅ  (ฮต) .0 (100%) \rightarrow 0.05 (5%)$ ์ง€์ˆ˜ ๊ฐ์‡  ( = 0.997$)
์†์‹ค ํ•จ์ˆ˜ Smooth L1 (Huber Loss) ์ด์ƒ์น˜ ๋ฐ ๋ณด์ƒ ๊ธ‰๋ณ€ ๋ฐฉ์ง€
ํ• ์ธ์œจ (ฮณ) 0.99 ๋ฏธ๋ž˜ ๋ณด์ƒ ๊ฐ€์ค‘์น˜
ํƒ€๊ฒŸ๋ง ์†Œํ”„ํŠธ ๊ฐฑ์‹  (ฯ„) 0.001 Polyak averaging soft update
๊ฒฝํ—˜ ๋ฆฌํ”Œ๋ ˆ์ด ๋ฒ„ํผ 100,000 Replay Memory Size
๋ฐฐ์น˜ ํฌ๊ธฐ 64 Batch Size
Downloads last month

-

Downloads are not tracked for this model. How to track
Video Preview
loading

Evaluation results

  • Mean Reward (100 episodes) on LunarLander-v3
    self-reported
    200.000