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Tag: generativemodels

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Generative AI Models Related to Sora: Normalizing Flows
Tutorials

Sora์™€ ๊ด€๋ จ๋œ ์ƒ์„ฑ AI ๋ชจ๋ธ: ์ •๊ทœํ™” ํ๋ฆ„

๋ชจ๋‘๊ฐ€ ํ™•์‚ฐ์— ๋Œ€ํ•ด ์ด์•ผ๊ธฐํ•˜๊ณ  ์žˆ์ง€๋งŒ, ์‹ค์ œ๋กœ Sora์™€ ํ˜„๋Œ€ ์ƒ์„ฑ ๋น„๋””์˜ค๋ฅผ ๋งŒ๋“  ๊ณ„ํ†ต์„ ์ดํ•ดํ•˜๋ ค๋ฉด, ์ •๊ทœํ™” ํ๋ฆ„์œผ๋กœ ์‹œ๊ฐ„์„ ๋ณด๋‚ด์•ผ ํ•ฉ๋‹ˆ๋‹ค โ€” ์ƒ์„ฑ ๋ชจ๋“œ์˜ ํด๋ž˜์Šค

3์›” 1, 2024ยท 1 min read
Variational Autoencoder (VAE) and Reparameterization Trick - Revisiting the Classic Generative Model
Tutorials

๋ณ€๋ถ„ ์ž๋™์ธ์ฝ”๋”(VAE) ๋ฐ ์žฌ๋งค๊ฐœ๋ณ€์ˆ˜ํ™” ํŠธ๋ฆญ - ๊ณ ์ „ ์ƒ์„ฑ ๋ชจ๋ธ ์žฌ๊ฒ€ํ† 

ํ™•์‚ฐ ๋ชจ๋ธ์ด ๋‚˜์˜ค๊ธฐ ์ „์—, ์ •๊ทœํ™” ํ๋ฆ„์ด ๋‚˜์˜ค๊ธฐ ์ „์—, ์ž ์žฌ ํ™•์‚ฐ ๋ชจ๋ธ์ด ์กฐ์šฉํžˆ VAE ์ธ์ฝ”๋”๋ฅผ ๋ชจ๋“  ์ง„์ง€ํ•œ ์ƒ์„ฑ ์Šคํƒ์— ๊ตฌ์ถ•ํ•˜๊ธฐ ์ „์— โ€” Kingma์™€ Welling์˜ 2013๋…„ ๋…ผ๋ฌธ์ด ๋ณ€๋ถ„ ์ž๋™์ธ์ฝ”๋”๋ฅผ ์†Œ๊ฐœ

2์›” 24, 2024ยท 1 min read
A Review of Deepmind's WaveNet for TTS/Audio Synthesis (Does it look like GPT to you?)
Tutorials

Deepmind์˜ WaveNet TTS/์˜ค๋””์˜ค ํ•ฉ์„ฑ ๋ฆฌ๋ทฐ (๋‹น์‹ ์—๊ฒŒ GPT์ฒ˜๋Ÿผ ๋ณด์ด๋‚˜์š”?)

Tacotron ์ด์ „์—, VALL-E ์ด์ „์—, ์‹ ๊ฒฝ ์ฝ”๋ฑ์ด ์˜ค๋””์˜ค๋ฅผ ํ† ํฐ์œผ๋กœ ๋ณ€ํ™˜ํ•˜๊ธฐ ์ด์ „์—, DeepMind์˜ WaveNet์€ ์‹ ๊ฒฝ๋ง์ด ์›๋ณธ ์˜ค๋””์˜ค ํŒŒํ˜•์„ ์ƒ˜ํ”Œ ๋‹จ์œ„๋กœ ์ƒ์„ฑํ•  ์ˆ˜ ์žˆ์Œ์„ ๋ณด์—ฌ์ค€ ๋…ผ๋ฌธ์ด์—ˆ๊ณ  ๋ชจ๋“  ๋งค๊ฐœ๋ณ€์ˆ˜์‹

5์›” 6, 2023ยท 1 min read