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AIFFEL_Project



๐Ÿ”ฅ 2020 AIFFEL Deep Learning Project ๐Ÿ”ฅ




EXPLORATION ๐Ÿšข


Num. Name Code
1 EXPLORATION 1 ์ธ๊ณต์ง€๋Šฅ๊ณผ ๊ฐ€์œ„๋ฐ”์œ„๋ณด ํ•˜๊ธฐ code
2 EXPLORATION 2. Iris์˜ ์„ธ ๊ฐ€์ง€ ํ’ˆ์ข…, ๋ถ„๋ฅ˜ํ•ด๋ณผ ์ˆ˜ ์žˆ๊ฒ ์–ด์š”? code
3 EXPLORATION 3. ๋‰ด์Šค๊ธฐ์‚ฌ ํฌ๋กค๋ง ๋ฐ ๋ถ„๋ฅ˜ code
4 EXPLORATION 4. ๊ฑฐ์šธ์•„ ๊ฑฐ์šธ์•„, ๋‚˜๋Š” ๋ฉ๋ฉ์ด ์ƒ์ด๋‹ˆ, ์•„๋‹ˆ๋ฉด ๋ƒฅ์ด ์ƒ์ด๋‹ˆ? code
5 EXPLORATION 5. ๋‚ ์”จ ์ข‹์€ ์›”์š”์ผ ์˜คํ›„ ์„ธ ์‹œ, ์ž์ „๊ฑฐ ํƒ€๋Š” ์‚ฌ๋žŒ์€ ๋ช‡ ๋ช…? code
6 EXPLORATION 6. ์–ด์ œ ์˜ค๋ฅธ ๋‚ด ์ฃผ์‹, ๊ณผ์—ฐ ๋‚ด์ผ์€? code
7 EXPLORATION 7. ์•„์ด์œ ํŒฌ์ด ์ข‹์•„ํ•  ๋งŒํ•œ ๋‹ค๋ฅธ ์•„ํ‹ฐ์ŠคํŠธ ์ฐพ๊ธฐ code
8 EXPLORATION 8. ๋‚˜์˜ ์ฒซ ๋ฒˆ์งธ ์บ๊ธ€ ๊ฒฝ์ง„๋Œ€ํšŒ, ๋ฌด์ž‘์ • ๋”ฐ๋ผํ•ด๋ณด๊ธฐ code
9 EXPLORATION 9. ์˜ํ™”๋ฆฌ๋ทฐ ํ…์ŠคํŠธ ๊ฐ์„ฑ๋ถ„์„ํ•˜๊ธฐ code
10 EXPLORATION 10. ์นด๋ฉ”๋ผ ์Šคํ‹ฐ์ปค์•ฑ ๋งŒ๋“ค๊ธฐ ์ฒซ๊ฑธ์Œ code
11 EXPLORATION 11. ์ž‘์‚ฌ๊ฐ€ ์ธ๊ณต์ง€๋Šฅ ๋งŒ๋“ค๊ธฐ code
12 EXPLORATION 12. ๋‚˜๋ž‘ ๋‹ฎ์€ ์—ฐ์˜ˆ์ธ์€ ๋ˆ„๊ตฌ? code
13 EXPLORATION 13. Face2Emoji ๋ชจ๋ฐ”์ผ ์›น์•ฑ ๋งŒ๋“ค๊ธฐ code
14 EXPLORATION 14. ์ธ๋ฌผ์‚ฌ์ง„์„ ๋งŒ๋“ค์–ด ๋ณด์ž code
15 EXPLORATION 15. ๋ฒˆ์—ญ๊ธฐ๋ฅผ ๋งŒ๋“ค์–ด๋ณด์ž code
16 EXPLORATION 16. ์ธ๊ณต์ง€๋Šฅ์œผ๋กœ ์„ธ์ƒ์— ์—†๋˜ ์ƒˆ๋กœ์šด ํŒจ์…˜ ๋งŒ๋“ค๊ธฐ code
17 EXPLORATION 17. ๋ฌธ์ž๋ฅผ ์ฝ์„ ์ˆ˜ ์žˆ๋Š” ๋”ฅ๋Ÿฌ๋‹ code
18 EXPLORATION 18. ๋‰ด์Šค ์š”์•ฝ๋ด‡ ๋งŒ๋“ค๊ธฐ code
19 EXPLORATION 19. ํ๋ฆฐ ์‚ฌ์ง„์„ ์„ ๋ช…ํ•˜๊ฒŒ code
20 EXPLORATION 20. ์–ด๋ผ, ์ด ์‹œ๊ณ„์—ด ๋ฐ์ดํ„ฐ ์ด์ƒํ•œ๋ฐ? - Anomaly Detection code
21 EXPLORATION 21. ํŠธ๋žœ์Šคํฌ๋จธ๋กœ ๋งŒ๋“œ๋Š” ๋Œ€ํ™”ํ˜• ์ฑ—๋ด‡ code
22 EXPLORATION 22. ํ๋ ด์•„ ๊ธฐ๋‹ค๋ ค๋ผ code



Going Deeper ๐Ÿš€


Num. Name Description Code
1 ResNet Ablation Study ResNet code
2 CutMix and MixUp Data Augmentation code
3 Go/Stop Object Detection Object Detection, RetinaNet code
3 Segmentaion Segmentaion, U-Net, U-Net++ code

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