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ๅšๅฃซๅคงๅ”ไฝฟ็”จ่ฎก็ฎ—ๆœบไฝœๅผŠ้™็ปดๆ‰“ๅ‡ป2022้ซ˜่€ƒๆ•ฐๅญฆๅŽ‹่ฝดๅคง้ข˜ Ph.D. uses computer cheating to solve 2022 college entrance math exam
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๋ฐ•์‚ฌ ์•„์ €์”จ๊ฐ€ ์ปดํ“จํ„ฐ๋กœ 2022 ๋Œ€์ž… ์ˆ˜ํ•™ ์‹œํ—˜์˜ ์ตœ์ข… ๋ฌธ์ œ๋ฅผ ํ’€๋‹ค

์—ฐ๊ตฌ์šฉ ์ปดํ“จํ„ฐ ๋Œ€์ˆ˜ํ•™ ๋„๊ตฌ๋ฅผ 2022 ์ค‘๊ตญ ๊ฐ€์˜ค์นด์˜ค ์ˆ˜ํ•™ ์‹œํ—˜์˜ ๊ฐ€์žฅ ์–ด๋ ค์šด ๋ฌธ์ œ์— ์‚ฌ์šฉํ•˜๋ฉด ์–ด๋–ค ์ผ์ด ์ผ์–ด๋‚ ๊นŒ์š”?

6์›” 8, 2022ยท 1 min read
[Long Review] Cascaded Diffusion Models for High Fidelity Image Generation
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[์žฅ๋ฌธ ๋ฆฌ๋ทฐ] Cascaded Diffusion Models for High Fidelity Image Generation

Imagen๊ณผ DALL-E 2๊ฐ€ ์ƒ์„ฑ ์ด๋ฏธ์ง€๋ฅผ ์œ„ํ•œ ํ™•์‚ฐ์„ ๊ธฐ๋ณธ๊ฐ’์œผ๋กœ ๋งŒ๋“ค๊ธฐ ์ „์—, ์ด Google Brain ๋…ผ๋ฌธ์€ ์ดํ›„ ๋งŽ์€ ํ…์ŠคํŠธ-์ด๋ฏธ์ง€ ์‹œ์Šคํ…œ์ด ์กฐ์šฉํžˆ ์ฐจ์šฉํ•œ cascaded diffusion ๋ ˆ์‹œํ”ผ๋ฅผ ์ œ์‹œํ–ˆ์Šต๋‹ˆ๋‹ค: ์ž‘์€

6์›” 4, 2022ยท 1 min read
[Short Review] Cascaded Diffusion Models for High Fidelity Image Generation
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[๋‹จ๋ฌธ ๋ฆฌ๋ทฐ] Cascaded Diffusion Models for High Fidelity Image Generation

Cascaded diffusion์€ ๋งŽ์€ ์ตœ์‹  ์ƒ์„ฑ ์ž‘์—…์˜ ๊ธฐ์ €๋ฅผ ์ด๋ฃจ๋Š” ๋‹ค๋‹จ๊ณ„ ๋ ˆ์‹œํ”ผ์ž…๋‹ˆ๋‹ค: ํ•œ ๊ฐœ์˜ diffusion ๋ชจ๋ธ๋กœ ์ž‘์€ ์ด๋ฏธ์ง€๋ฅผ ์ƒ์„ฑํ•œ ํ›„, ๊ณ ์ฃผํŒŒ ์„ธ๋ถ€

6์›” 4, 2022ยท 1 min read
[Long Review] Axial Attention in Multidimensional Transformers
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[์žฅ๋ฌธ ๋ฆฌ๋ทฐ] Axial Attention in Multidimensional Transformers

์ด๋ฏธ์ง€ ๋˜๋Š” ๋น„๋””์˜ค์— ๋Œ€ํ•œ ์™„์ „ํ•œ self-attention์€ ๋น„์šฉ์ด ๊ณผ๋„ํ•ฉ๋‹ˆ๋‹ค. ์ด์ฐจ ์ฆ๊ฐ€ ์—†์ด Transformer์˜ ํ‘œํ˜„๋ ฅ์„ ์œ ์ง€ํ•˜๋ ค๋ฉด?

5์›” 28, 2022ยท 1 min read
[Short Review] Axial Attention in Multidimensional Transformers
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[๋‹จ๋ฌธ ๋ฆฌ๋ทฐ] Axial Attention in Multidimensional Transformers

Axial attention์€ Transformer๋ฅผ ๊ณ ์ฐจ์› ๋ฐ์ดํ„ฐ์— ๋Œ€ํ•ด ๋‹ค๋ฃจ๊ธฐ ์‰ฝ๊ฒŒ ์œ ์ง€ํ•˜๋Š” ์šฐ์•„ํ•œ ์•„์ด๋””์–ด ์ค‘ ํ•˜๋‚˜์ž…๋‹ˆ๋‹ค: ํ•œ ๋ฒˆ์— ๋ชจ๋“  ํ”ฝ์…€์ด๋‚˜ ๋ชจ๋“  ์‹œ๊ฐ„-์ฃผํŒŒ์ˆ˜ ๋นˆ์— ์ฃผ๋ชฉํ•˜๋Š” ๋Œ€์‹ , ํ•œ ๋ฒˆ์— ํ•œ ์ถ•์„ ๋”ฐ๋ผ ์ฃผ๋ชฉํ•ฉ๋‹ˆ๋‹ค.

5์›” 28, 2022ยท 1 min read
[Long Review] Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis
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[๋กฑ ๋ฆฌ๋ทฐ] Speaker Verification์—์„œ Multispeaker Text-To-Speech Synthesis๋กœ์˜ Transfer Learning

์ด ๋…ผ๋ฌธ์€ ์ œ๋กœ์ƒท ์Œ์„ฑ ํด๋กœ๋‹์„ ์‹ค์šฉ์ ์œผ๋กœ ๋งŒ๋“  ์—ฐ๊ตฌ์ž…๋‹ˆ๋‹ค: ์ˆ˜์ฒœ ๊ฐœ์˜ ๋…ธ์ด์ฆˆ๊ฐ€ ๋งŽ๊ณ  ์ „์‚ฌ๋ณธ์ด ์—†๋Š” ์Œ์„ฑ์œผ๋กœ ํŒ๋ณ„์  ๊ฒ€์ฆ ์ž‘์—…์—์„œ speaker encoder๋ฅผ ํ•™์Šตํ•œ ํ›„, ๊ทธ ์ž„๋ฒ ๋”ฉ์„ Tacotron 2๋กœ

5์›” 21, 2022ยท 1 min read
[Short Review] Transfer Learning from Speaker Verification to Multispeaker Text-To-Speech Synthesis
Tutorials

[์ˆ ๋ฆฌ๋ทฐ] Speaker Verification์—์„œ Multispeaker Text-To-Speech Synthesis๋กœ์˜ Transfer Learning

ํ˜„๋Œ€ ์ œ๋กœ์ƒท ์Œ์„ฑ ํด๋กœ๋‹ ๋ฌผ๊ฒฐ์„ ์‹œ์ž‘ํ•œ Google ๋…ผ๋ฌธ์€ ์•„๋ฆ„๋‹ต๊ฒŒ ๊น”๋”ํ•œ ์•„ํ‚คํ…์ฒ˜๋ฅผ ๊ฐ€์ง€๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค: verification์— ํ•™์Šต๋œ speaker encoder, ํ…์ŠคํŠธ์™€ speaker ์ž„๋ฒ ๋”ฉ์„

5์›” 21, 2022ยท 1 min read
[Short Review] Wav2Seq: Pre-training Speech-to-Text Encoder-Decoder Models Using Pseudo Languages
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[์ˆ ๋ฆฌ๋ทฐ] Wav2Seq: Pseudo Languages๋ฅผ ์‚ฌ์šฉํ•œ Speech-to-Text Encoder-Decoder Models์˜ Pre-training

wav2vec 2.0 ๊ฐ™์€ Self-supervised pretraining์€ ํ›Œ๋ฅญํ•œ speech encoder๋ฅผ ์ œ๊ณตํ–ˆ์Šต๋‹ˆ๋‹ค, ํ•˜์ง€๋งŒ ์ „์ฒด encoder-decoder ASR ์‹œ์Šคํ…œ์„ ์›ํ•˜๋ฉด, decoder๋Š” ์—ฌ์ „ํžˆ ์ฒ˜์Œ๋ถ€ํ„ฐ ์‹œ์ž‘ํ–ˆ์Šต๋‹ˆ๋‹ค.

5์›” 14, 2022ยท 1 min read
[Long Review] Towards Zero-Label Language Learning
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[๊ธด ๋ฆฌ๋ทฐ] Towards Zero-Label Language Learning

์ธ๊ฐ„์ด ๋ ˆ์ด๋ธ”์„ ์ง€์ •ํ•œ ๋‹จ ํ•˜๋‚˜์˜ ์˜ˆ์ œ ์—†์ด ์ž‘์—…๋ณ„ NLP ๋ชจ๋ธ์„ ํ•™์Šต์‹œํ‚ฌ ์ˆ˜ ์žˆ๋‹ค๋ฉด ์–ด๋–จ๊นŒ์š”? "Towards Zero-Label Language Learning"์€ ์ด ์งˆ๋ฌธ์„ ๊ฐ•ํ•˜๊ฒŒ ์ œ๊ธฐํ•ฉ๋‹ˆ๋‹ค.

5์›” 7, 2022ยท 1 min read
[Short Review] Towards Zero-Label Language Learning
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[์งง์€ ๋ฆฌ๋ทฐ] Towards Zero-Label Language Learning

์ˆ˜๊ฐœ์›”์„ ๋“ค์—ฌ ์ฃผ์„์„ ์ง€์ •ํ•œ ๋ ˆ์ด๋ธ”๋œ ๋ฐ์ดํ„ฐ๊ฐ€ ์ •๋ง๋กœ ํ•„์š”ํ•˜์ง€ ์•Š๋‹ค๋ฉด ์–ด๋–จ๊นŒ์š”?

5์›” 7, 2022ยท 1 min read
[Long Review] Fully Sharded Data Parallel: faster AI training with fewer GPUs
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[๊ธด ๋ฆฌ๋ทฐ] Fully Sharded Data Parallel: ๋” ์ ์€ GPU๋กœ ๋” ๋น ๋ฅธ AI ํ•™์Šต

์ ๋‹นํ•œ GPU ์˜ˆ์‚ฐ์œผ๋กœ ์ˆ˜์‹ญ์–ต ๋งค๊ฐœ๋ณ€์ˆ˜ ์Œ์„ฑ ๋˜๋Š” ์–ธ์–ด ๋ชจ๋ธ์„ ํ•™์Šตํ•˜๋Š” ๊ฒƒ์€ ํŒŒ์ดํ”„๋ผ์ธ ๋ณ‘๋ ฌํ™”, ํ…์„œ ๋ณ‘๋ ฌํ™”, ๋˜๋Š” ZeRO ์Šคํƒ€์ผ์˜ ์˜ตํ‹ฐ๋งˆ์ด์ € ์ƒค๋”ฉ ์ค‘์—์„œ ์„ ํƒํ•ด์•ผ ํ•˜๋Š” ๊ฒƒ์„ ์˜๋ฏธํ–ˆ์Šต๋‹ˆ๋‹ค.

4์›” 23, 2022ยท 1 min read
[Short Review] Fully Sharded Data Parallel: faster AI training with fewer GPUs
Tutorials

[์งง์€ ๋ฆฌ๋ทฐ] Fully Sharded Data Parallel: ๋” ์ ์€ GPU๋กœ ๋” ๋น ๋ฅธ AI ํ•™์Šต

Fully Sharded Data Parallel์€ ๋ชจ๋“  ์Œ์„ฑ ๋ฐ ์–ธ์–ด ํŒ€์ด ๊ฒฐ๊ตญ ๋ฌป๋Š” ์งˆ๋ฌธ์— ๋Œ€ํ•œ Meta์˜ ๋‹ต๋ณ€์ž…๋‹ˆ๋‹ค: ๋” ํฐ ๊ทœ๋ชจ์˜ GPU๋ฅผ ํ”„๋กœ๋น„์ €๋‹ํ•˜์ง€ ์•Š๊ณ  ํ•œ ์ž๋ฆฟ์ˆ˜ ๋” ํฐ ๋ชจ๋ธ์„ ํ•™์Šตํ•˜๋Š” ๋ฐฉ๋ฒ•์€ ๋ฌด์—‡์ผ๊นŒ์š”?

4์›” 23, 2022ยท 1 min read
[Long Review] Deduplicating Training Data Makes Language Models Better
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[Long Review] ํ›ˆ๋ จ ๋ฐ์ดํ„ฐ ์ค‘๋ณต ์ œ๊ฑฐ๊ฐ€ ์–ธ์–ด ๋ชจ๋ธ์„ ๋” ์ข‹๊ฒŒ ๋งŒ๋“ ๋‹ค

์ค‘๋ณต ์ œ๊ฑฐ๋Š” ์ง€๋ฃจํ•ด ๋ณด์ด์ง€๋งŒ, C4 ๋‚ด์— 61๊ฐœ ๋‹จ์–ด๋กœ ๋œ ๋ฌธ์žฅ์ด 60,000๋ฒˆ ์ด์ƒ ๋‚˜ํƒ€๋‚˜๊ณ , ์ด๋Ÿฐ ๋ง๋ญ‰์น˜๋กœ ํ›ˆ๋ จ๋œ ์–ธ์–ด ๋ชจ๋ธ์ด ํ›ˆ๋ จ ์„ธํŠธ ํ…์ŠคํŠธ๋ฅผ ๋ถˆ์•ˆํ•˜๊ฒŒ re

4์›” 16, 2022ยท 1 min read
[Long Review] CLAS: Deep context: end-to-end contextual speech recognition
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[Long Review] CLAS: ๊นŠ์€ ๋ฌธ๋งฅ: ์ข…๋‹จ๊ฐ„ ๋ฌธ๋งฅ์  ์Œ์„ฑ ์ธ์‹

ASR ์ œํ’ˆ์„ ์ถœ์‹œํ•œ ์‚ฌ๋žŒ์ด๋ผ๋ฉด ๋ˆ„๊ตฌ๋‚˜ ๊ณ ์œ ๋ช…์‚ฌ์˜ ๊ณ ํ†ต์„ ์•Œ๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค: ์—ฐ๋ฝ์ฒ˜ ์ด๋ฆ„, ๋…ธ๋ž˜ ์ œ๋ชฉ, ์•ฝ๋ฌผ ์ด๋ฆ„, ๋ชจํ˜ธํ•œ ์žฅ์†Œ ์ด๋ฆ„.

4์›” 9, 2022ยท 1 min read
[Long Review] Hurdles to Progress in Long Form Question Answering
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[Long Review] ์žฅ๋ฌธ ์งˆ์˜์‘๋‹ต ์ง„์ „์˜ ์žฅ์• ๋ฌผ

์žฅ๋ฌธ ์งˆ์˜์‘๋‹ต์€ ๋ฆฌ๋”๋ณด๋“œ์—์„œ๋Š” ์ธ์ƒ์ ์œผ๋กœ ๋ณด์ด์ง€๋งŒ ์ž์„ธํžˆ ์‚ดํŽด๋ณด๋ฉด ๋ถˆ์•ˆํ•œ ๋ฒค์น˜๋งˆํฌ ์ค‘ ํ•˜๋‚˜์ž…๋‹ˆ๋‹ค.

4์›” 2, 2022ยท 1 min read
[Long Review] Finetuned Language Models Are Zero-Shot Learners
Tutorials

[๊ธด ๋ฆฌ๋ทฐ] ๋ฏธ์„ธ์กฐ์ •๋œ ์–ธ์–ด ๋ชจ๋ธ์€ ์ œ๋กœ์ƒท ํ•™์Šต์ž

InstructGPT๊ฐ€ ์ง€์‹œ์–ด ํŠœ๋‹์„ ์ผ์ƒ์ ์ธ ํ‘œํ˜„์œผ๋กœ ๋งŒ๋“ค๊ธฐ ์ „์—, Google์˜ FLAN ๋…ผ๋ฌธ์€ ์ž์—ฐ์–ด ์ง€์‹œ์–ด์— ๋Œ€ํ•œ ์ ๋‹นํ•œ ์–‘์˜ ๋‹ค์ค‘ ์ž‘์—… ๋ฏธ์„ธ์กฐ์ •์ด ํ‰๋ฒ”ํ•œ LM์„ ๋†€๋ž๋„๋ก c

3์›” 5, 2022ยท 1 min read
[Long Review] 'GShard': Scaling Giant Models with Conditional Computation and Automatic Sharding
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[๊ธด ๋ฆฌ๋ทฐ] 'GShard': ์กฐ๊ฑด๋ถ€ ์—ฐ์‚ฐ ๋ฐ ์ž๋™ ์ƒค๋”ฉ์œผ๋กœ ๊ฑฐ๋Œ€ ๋ชจ๋ธ ํ™•์žฅ

Transformer๋ฅผ 100์–ต ๊ฐœ ์ด์ƒ์˜ ๋งค๊ฐœ๋ณ€์ˆ˜๋กœ ํ™•์žฅํ•˜๋Š” ๊ฒƒ์€ ๋น ๋ฅด๊ฒŒ ์ฒ ํ•™์ ์ด ๋ฉ๋‹ˆ๋‹ค: ๋ชจ๋“  ํ† ํฐ์— ๋Œ€ํ•ด ์ „์ฒด ๋„คํŠธ์›Œํฌ๋ฅผ ํ™œ์„ฑํ™”ํ•˜๊ฑฐ๋‚˜ ๊ฐ ํ† ํฐ์„ ์‹ค์ œ๋กœ ๋ด์•ผ ํ•˜๋Š” ์ „๋ฌธ๊ฐ€์—๊ฒŒ ๋ผ์šฐํŒ…ํ•ฉ๋‹ˆ๊นŒ?

2์›” 26, 2022ยท 1 min read
Triplets-like Russian Figure Skaters: Can Kullback-Leibler Divergence be Used Tell Their Difference?
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์„ธ์Œ๋‘ฅ์ด์ฒ˜๋Ÿผ ๋‹ฎ์€ ๋Ÿฌ์‹œ์•„ ํ”ผ๊ฒจ ์Šค์ผ€์ดํ„ฐ๋“ค: Kullback-Leibler ๋ฐœ์‚ฐ์ด ๊ทธ๋“ค์˜ ์ฐจ์ด๋ฅผ ๊ตฌ๋ณ„ํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๊นŒ?

์Šคํ”ผ์ปค ์ ์‘์€ ์‹œํ€€์Šค-ํˆฌ-์‹œํ€€์Šค ๋ชจ๋ธ์„ ์ธ์ฝ”๋”์˜ ์–ด๋ ต๊ฒŒ ํš๋“ํ•œ ์Œํ–ฅ ํ‘œํ˜„์„ ์†์ƒ์‹œํ‚ค์ง€ ์•Š๊ณ  ์ ์‘์‹œํ‚ค๋ ค๊ณ  ์‹ค์ œ๋กœ ์‹œ๋„ํ•  ๋•Œ๊นŒ์ง€ ํ•ด๊ฒฐ๋œ ๊ฒƒ์ฒ˜๋Ÿผ ๋“ค๋ฆฌ๋Š” ASR ๋ฌธ์ œ ์ค‘ ํ•˜๋‚˜์ž…๋‹ˆ๋‹ค.

2์›” 19, 2022ยท 1 min read
Is Nathan Chen's 4 Flip scored by Mixture-of-Experts? Part 1: Switch Transformers: sparse MoE models
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Nathan Chen์˜ 4ํšŒ์ „ ํ”Œ๋ฆฝ์ด Mixture-of-Experts๋กœ ์ฑ„์ ๋ฉ๋‹ˆ๊นŒ? Part 1: Switch Transformers: ํฌ์†Œ MoE ๋ชจ๋ธ

Nathan Chen์˜ 4ํšŒ์ „ ์ ์ˆ˜์— ๋Œ€ํ•œ ์šฐ์Šค๊ฐฏ์†Œ๋ฆฌ๋กœ ํ‘œํ˜„๋˜๋Š” ์ด ํ† ๋ก ์€ Switch Transformer๋ฅผ ์‚ดํŽด๋ด…๋‹ˆ๋‹ค. Google์˜ Mixture-of-Experts ํ™•์žฅ์— ๋Œ€ํ•œ ๊น”๋”ํ•˜๊ณ  ๊ณผ๊ฐํ•˜๊ฒŒ ๋‹จ์ˆœํ™”๋œ ํ•ด์„์ž…๋‹ˆ๋‹ค.

2์›” 12, 2022ยท 1 min read
Is Nathan Chen's 4 Flip scored by Mixture-of-Experts? Part 2: GLaM:Efficient Scaling of LMs with MoE
Tutorials

Nathan Chen์˜ 4 Flip์ด Mixture-of-Experts๋กœ ์ฑ„์ ๋˜๋‚˜์š”? Part 2: GLaM:Efficient Scaling of LMs with MoE

MoE ๋ฏธ๋‹ˆ ์‹œ๋ฆฌ์ฆˆ์˜ Part 2๋Š” GLaM์œผ๋กœ ์ดˆ์ ์„ ๋งž์ถฅ๋‹ˆ๋‹ค. Google์˜ 1.2์กฐ-ํŒŒ๋ผ๋ฏธํ„ฐ Mixture-of-Experts ์–ธ์–ด ๋ชจ๋ธ๋กœ, ์ œ๋กœ-์ƒท, ์›-์ƒท, ๊ทธ๋ฆฌ๊ณ  ํ“จ-์ƒท ๋ฒค์น˜๋งˆํฌ์—์„œ GPT-3๊ณผ ๋™๋“ฑํ•˜๊ฑฐ๋‚˜ ๋Šฅ๊ฐ€ํ•˜๋ฉฐ ํ† ํฐ๋‹น ์•ฝ 8%์˜ ํŒŒ๋ผ๋ฏธํ„ฐ๋งŒ ํ™œ์„ฑํ™”ํ•ฉ๋‹ˆ๋‹ค

2์›” 12, 2022ยท 1 min read
BERT Paper Reviewed from a Speech Perspective
Tutorials

์Œ์„ฑ ๊ด€์ ์—์„œ ๊ฒ€ํ† ๋œ BERT ๋…ผ๋ฌธ

BERT๋Š” NLP์—์„œ ๊ฑฐ์˜ ์†Œ๊ฐœ๊ฐ€ ํ•„์š” ์—†์ง€๋งŒ, ์Œ์„ฑ ์—”์ง€๋‹ˆ์–ด์˜ ๊ด€์ ์—์„œ ์ฝ์œผ๋ฉด ํ‘œ์ค€ "๋งˆ์Šคํฌ๋œ ์–ธ์–ด ๋ชจ๋ธ๋ง์ด ๋ชจ๋“  ๊ฒƒ์„ ๋ฐ”๊ฟจ๋‹ค"๋Š” ์š”์•ฝ๊ณผ๋Š” ๋‹ค๋ฅธ ๊ตํ›ˆ๋“ค์„ ๋ฐœ๊ฒฌํ•ฉ๋‹ˆ๋‹ค.

2์›” 6, 2022ยท 1 min read
Transformer: Attention is All You Need and Listen, Attend and Spell -- from a Speech Perspective
Tutorials

Transformer: Attention is All You Need์™€ Listen, Attend and Spell -- ์Œ์„ฑ ๊ด€์ ์—์„œ

๋‘ ํŽธ์˜ ๋…ผ๋ฌธ, ํ•˜๋‚˜์˜ ์ด์•ผ๊ธฐ. "Attention Is All You Need"๋Š” ์„ธ๊ณ„์— Transformer๋ฅผ ์ œ๊ณตํ•˜๊ณ  ์ˆ˜์—ด ๋ชจ๋ธ๋ง์ด ์–ด๋–ป๊ฒŒ ์ˆ˜ํ–‰๋˜๋Š”์ง€๋ฅผ ์žฌ์„ค์ •ํ–ˆ๊ณ , "Listen, Attend and Spell" (LAS)์€ ์—”๋“œ-ํˆฌ-์—”๋“œ ์Œ์„ฑ์— ๋Œ€ํ•ด 1๋…„ ๋จผ์ € ๋™์ผํ•œ ์ผ์„ ํ–ˆ์Šตโ€ฆ

1์›” 29, 2022ยท 1 min read
HuBERT: Self-Supervised Speech Representation Learning by Masked Prediction of Hidden Units
Tutorials

HuBERT: ์ˆจ๊ฒจ์ง„ ๋‹จ์œ„์˜ ๋งˆ์Šคํ‚น ์˜ˆ์ธก์„ ํ†ตํ•œ ์ž์ฒด ์ง€๋„ ์Œ์„ฑ ํ‘œํ˜„ ํ•™์Šต

wav2vec 2.0์ด ๋Œ€์กฐ์  ์ž์ฒด ์ง€๋„๋กœ ๊ฒŒ์ž„์„ ๋ฐ”๊ฟจ์ง€๋งŒ, HuBERT๋Š” ๋” ๋‚ ์นด๋กœ์šด ์งˆ๋ฌธ์„ ์ œ์‹œํ–ˆ์Šต๋‹ˆ๋‹ค: ๋Œ€์กฐ์  ํŠธ๋ฆญ์„ ์™„์ „ํžˆ ๊ฑด๋„ˆ๋›ฐ๊ณ  ์Œ์„ฑ์—์„œ BERT ์Šคํƒ€์ผ์˜ ๋งˆ์Šคํ‚น ์˜ˆ์ธก์„ ์ˆ˜ํ–‰ํ•˜๋ฉด ์–ด๋–จ๊นŒ์š”?

12์›” 14, 2021ยท 1 min read
W2v-BERT: Combining Contrastive Learning and Masked Language Modeling for Self Supervise
Tutorials

W2v-BERT: ๋Œ€์กฐ ํ•™์Šต๊ณผ ๋งˆ์Šคํ‚น๋œ ์–ธ์–ด ๋ชจ๋ธ๋ง์„ ๊ฒฐํ•ฉํ•œ ์ž์ฒด ์ง€๋„

์Œ์„ฑ ์‚ฌ์ „ ํ•™์Šต์„ ์œ„ํ•ด ๋Œ€์กฐ ํ•™์Šต๊ณผ ๋งˆ์Šคํ‚น๋œ ์–ธ์–ด ๋ชจ๋ธ๋ง ์ค‘์— ์„ ํƒํ•ด์•ผ ํ•  ๋•Œ ๋‘˜์„ ๊ฐ™์€ ๋„คํŠธ์›Œํฌ์— ์—ฐ๊ฒฐํ•  ์ˆ˜ ์žˆ๋‹ค๋ฉด ์™œ ์„ ํƒํ•ด์•ผ ํ• ๊นŒ์š”?

12์›” 12, 2021ยท 1 min read
Exploring Wav2vec 2.0 fine-tuning for improved speech emotion recognition
Tutorials

์Œ์„ฑ ๊ฐ์ • ์ธ์‹ ๊ฐœ์„ ์„ ์œ„ํ•œ Wav2vec 2.0 ๋ฏธ์„ธ ์กฐ์ • ํƒ์ƒ‰

์Œ์„ฑ ๊ฐ์ • ์ธ์‹์€ ์˜ค๋žซ๋™์•ˆ ์ž‘์€ ๋ ˆ์ด๋ธ”๋œ ๋ฐ์ดํ„ฐ์…‹๊ณผ ์†์œผ๋กœ ๋งŒ๋“  ์Œํ–ฅ ํŠน์„ฑ์— ๊ฐ‡ํ˜€ ์žˆ์—ˆ์Šต๋‹ˆ๋‹ค.

12์›” 4, 2021ยท 1 min read
Joint Unsupervised and Supervised Training for Multilingual ASR
Tutorials

๋‹ค๊ตญ์–ด ASR์„ ์œ„ํ•œ ๊ณต๋™ ๋น„์ง€๋„ํ•™์Šต ๋ฐ ์ง€๋„ํ•™์Šต ํ›ˆ๋ จ

์‚ฌ์ „ ํ›ˆ๋ จ ํ›„ ๋ฏธ์„ธ ์กฐ์ •์ด ๋‹ค๊ตญ์–ด ASR์˜ ๊ธฐ๋ณธ ๋ ˆ์‹œํ”ผ๊ฐ€ ๋˜์—ˆ์ง€๋งŒ, ๋งŽ์€ ์ž ์žฌ๋ ฅ์„ ๋‚จ๊ธฐ๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค: ๋‘ ๋‹จ๊ณ„๊ฐ€ ์†์‹ค์„ ๊ณต์œ ํ•˜์ง€ ์•Š์œผ๋ฉฐ, ์ง€๋„ ๋‹จ๊ณ„๊ฐ€ ์œ ์šฉํ•œ ์ž์ฒด ์ง€๋„ ๊ตฌ์กฐ๋ฅผ ์กฐ์šฉํžˆ ์ œ๊ฑฐํ•  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค

12์›” 4, 2021ยท 1 min read