Watson Visual Recognition์œผ๋กœ ์ด๋ฏธ์ง€ ํ•™์Šตํ•ด ๋ณด๊ธฐ

1.Visual Recognition API ์ƒ์„ฑํ•ด ๋ณด๊ธฐย  1)IBM Cloud ๋กœ๊ทธ์ธ https://console.bluemix.net/ 2)์นดํƒˆ๋กœ๊ทธ > AI > Visual Recognition ์„ ํƒย ย ย ย ย ย ย ย ย ย ย ย ย ย ย ย ย  3)์„œ๋น„์Šค์ด๋ฆ„,ย ์ง€์—ญ : ๋ฏธ๊ตญ๋‚จ๋ถ€, ๋ฆฌ์†Œ์Šค๊ทธ๋ฃน : default, ๊ฐ€๊ฒฉ์ฑ…์ •ํ”Œ๋žœ : ๋ผ์ดํŠธย ...

๊ณ„์† ์ฝ๊ธฐ Watson Visual Recognition์œผ๋กœ ์ด๋ฏธ์ง€ ํ•™์Šตํ•ด ๋ณด๊ธฐ

Watson Studio ์‚ฌ์šฉํ•˜์—ฌ Watson NLU Sentiment ์ถ”์ถœํ•˜๊ธฐ

1.Watson Natural Language Understanding ๊ฒฝํ—˜ํ•ด ๋ณด๊ธฐ ์•„๋ž˜ ๋งํฌ์—์„œ Text ํ˜น์€ URL์„ ์ž…๋ ฅํ•˜๊ณ  Watson Natural Language Understanding ๊ฒฐ๊ณผ๋ฅผ ํ™•์ธํ•ด ๋ณธ๋‹ค. (1) Watson Natural Language Understanding Demo์—...

๊ณ„์† ์ฝ๊ธฐ Watson Studio ์‚ฌ์šฉํ•˜์—ฌ Watson NLU Sentiment ์ถ”์ถœํ•˜๊ธฐ

Watson STT ์˜ ์ธ์‹๋ฅ ์„ ๋†’์ด๊ธฐ ์œ„ํ•œ Watson STT ํŠธ๋ ˆ์ด๋‹ (3/3)

๋ณธ ์‹œ๋ฆฌ์ฆˆ๋Š” Watson STT์˜ ์ธ์‹๋ฅ ์„ ๋†’์ด๊ธฐ ์œ„ํ•œ ํŠธ๋ ˆ์ด๋‹ ๋ฐฉ๋ฒ•์„ ์„ค๋ช…ํ•˜๋Š” ์‹œ๋ฆฌ์ฆˆ๋กœ ์•„๋ž˜์™€ ๊ฐ™์ด ๊ตฌ์„ฑ๋ฉ๋‹ˆ๋‹ค. Watson STT ์–ดํ”Œ๋ฆฌ์ผ€์ด์…˜ ์ œ์ž‘ Watson STT ํ…์ŠคํŠธ ๋ฐ์ดํ„ฐ ํŠธ๋ ˆ์ด๋‹ Watson STT...

๊ณ„์† ์ฝ๊ธฐ Watson STT ์˜ ์ธ์‹๋ฅ ์„ ๋†’์ด๊ธฐ ์œ„ํ•œ Watson STT ํŠธ๋ ˆ์ด๋‹ (3/3)

Watson STT ์˜ ์ธ์‹๋ฅ ์„ ๋†’์ด๊ธฐ ์œ„ํ•œ Watson STT ํŠธ๋ ˆ์ด๋‹ (2/3)

๋ณธ ์‹œ๋ฆฌ์ฆˆ๋Š” Watson STT์˜ ์ธ์‹๋ฅ ์„ ๋†’์ด๊ธฐ ์œ„ํ•œ ํŠธ๋ ˆ์ด๋‹ ๋ฐฉ๋ฒ•์„ ์„ค๋ช…ํ•˜๋Š” ์‹œ๋ฆฌ์ฆˆ๋กœ ์•„๋ž˜์™€ ๊ฐ™์ด ๊ตฌ์„ฑ๋ฉ๋‹ˆ๋‹ค. Watson STT ์–ดํ”Œ๋ฆฌ์ผ€์ด์…˜ ์ œ์ž‘ Watson STT ํ…์ŠคํŠธ ๋ฐ์ดํ„ฐ ํŠธ๋ ˆ์ด๋‹ Watson STT...

๊ณ„์† ์ฝ๊ธฐ Watson STT ์˜ ์ธ์‹๋ฅ ์„ ๋†’์ด๊ธฐ ์œ„ํ•œ Watson STT ํŠธ๋ ˆ์ด๋‹ (2/3)

Watson STT ์˜ ์ธ์‹๋ฅ ์„ ๋†’์ด๊ธฐ ์œ„ํ•œ Watson STT ํŠธ๋ ˆ์ด๋‹ (1/3)

์ตœ๊ทผ ๋งŽ์€ ์Œ์„ฑ์ธ์‹ ์–ดํ”Œ๋ฆฌ์ผ€์ด์…˜๋“ค์ด ๊ฐœ๋ฐœ๋˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค. ์ด๋Ÿฌํ•œ ์Œ์„ฑ์ธ์‹ ์–ดํ”Œ๋ฆฌ์ผ€์ด์…˜์—์„œ ์ธ์‹๋ฅ ์€ ์ค‘์š”ํ•œ ์ฒ™๋„์ž…๋‹ˆ๋‹ค. Watson STT์˜ ๊ฒฝ์šฐ ์ด๋Ÿฌํ•œ ์ธ์‹๋ฅ ์„ ํ–ฅ์ƒ ์‹œํ‚ฌ ์ˆ˜ ์žˆ๋Š” ํŠธ๋ ˆ์ด๋‹ ๋ฐฉ๋ฒ•์„ ์ œ๊ณตํ•˜๊ณ  ์žˆ์Šต๋‹ˆ๋‹ค....

๊ณ„์† ์ฝ๊ธฐ Watson STT ์˜ ์ธ์‹๋ฅ ์„ ๋†’์ด๊ธฐ ์œ„ํ•œ Watson STT ํŠธ๋ ˆ์ด๋‹ (1/3)

Watson Knowledge Studio๋กœ ํ…์ŠคํŠธ ๋ถ„์„์„ ์œ„ํ•œ ๋จธ์‹  ๋Ÿฌ๋‹ Annotator ๋นŒ๋“œํ•˜๊ธฐ ์‹ค์Šต – 7. ํŒ๊ฒฐ(Adjudication)

์ด ๋‹จ๊ณ„๋Š” ๋ชจ๋“  ํœด๋จผ ์• ๋…ธํ…Œ์ดํ„ฐ๊ฐ€ ์ž‘์—…์„ ๋๋‚ธ ํ›„์— ํ”„๋กœ์ ํŠธ ๋งค๋‹ˆ์ €๊ฐ€ ํ•ด๋‹น ๋ฌธ์„œ๋ฅผ Ground Truth๋กœ ์Šน๊ฒฉ์‹œํ‚ค๊ณ  ๋จธ์‹  ๋Ÿฌ๋‹ ๋ชจ๋ธ์„ ํ•™์Šต์‹œํ‚ต๋‹ˆ๋‹ค. ํ•™์Šต์‹œํ‚จ ๋ชจ๋ธ์„ Watson Natural Language Understanding์ด๋‚˜...

๊ณ„์† ์ฝ๊ธฐ Watson Knowledge Studio๋กœ ํ…์ŠคํŠธ ๋ถ„์„์„ ์œ„ํ•œ ๋จธ์‹  ๋Ÿฌ๋‹ Annotator ๋นŒ๋“œํ•˜๊ธฐ ์‹ค์Šต – 7. ํŒ๊ฒฐ(Adjudication)

Watson Knowledge Studio๋กœ ํ…์ŠคํŠธ ๋ถ„์„์„ ์œ„ํ•œ ๋จธ์‹  ๋Ÿฌ๋‹ Annotator ๋นŒ๋“œํ•˜๊ธฐ ์‹ค์Šต – 6. ํœด๋จผ ์• ๋…ธํ…Œ์ด์…˜(Human Annotation)

์ด๋ฒˆ ๋‹จ๊ณ„์—์„œ๋Š” ํœด๋จผ ์• ๋…ธํ…Œ์ดํ„ฐ(Human Annotator)๋กœ์จ ํ• ๋‹น๋œ ๋ฌธ์„œ์— ์• ๋…ธํ…Œ์ด์…˜(Annotation) ์ž‘์—…์„ ์ˆ˜ํ–‰ํ•ฉ๋‹ˆ๋‹ค. ์ „์ฒด ์‹ค์Šต์€ ๋‹ค์Œ์˜ ์ˆœ์„œ๋กœ ์ง„ํ–‰๋ฉ๋‹ˆ๋‹ค. โ€ข Exercise 01: ํ”„๋กœ์ ํŠธ ์ƒ์„ฑ, ํƒ€์ž… ์‹œ์Šคํ…œ ์ƒ์„ฑ ๋ฐ ์ˆ˜์ •...

๊ณ„์† ์ฝ๊ธฐ Watson Knowledge Studio๋กœ ํ…์ŠคํŠธ ๋ถ„์„์„ ์œ„ํ•œ ๋จธ์‹  ๋Ÿฌ๋‹ Annotator ๋นŒ๋“œํ•˜๊ธฐ ์‹ค์Šต – 6. ํœด๋จผ ์• ๋…ธํ…Œ์ด์…˜(Human Annotation)

Watson Knowledge Studio๋กœ ํ…์ŠคํŠธ ๋ถ„์„์„ ์œ„ํ•œ ๋จธ์‹  ๋Ÿฌ๋‹ Annotator ๋นŒ๋“œํ•˜๊ธฐ ์‹ค์Šต โ€“ 4. ์–ธ์–ด์  ๊ทœ์น™(Linguistic Rule)์„ ์‚ฌ์šฉํ•œ ์‚ฌ์ „ ์• ๋…ธํ…Œ์ด์…˜(Pre-annotation)

์ด ๋‹จ๊ณ„์—์„œ๋Š” ์–ธ์–ด ๊ทœ์น™(Linguistic Rule)์„ ์‚ฌ์šฉํ•˜์—ฌ ์‚ฌ์ „ ์• ๋…ธํ…Œ์ด์…˜์„ ์ˆ˜ํ–‰ํ•ฉ๋‹ˆ๋‹ค. ์‚ฌ์ „ ์• ๋…ธํ…Œ์ด์…˜์„ ์ค‘๋ณตํ•˜์—ฌ ์ˆ˜ํ–‰ํ•˜๋Š” ๊ฒฝ์šฐ ์ด์ „ ๋‹จ๊ณ„์—์„œ ์ˆ˜ํ–‰ํ•œ ์‚ฌ์ „ ์• ๋…ธํ…Œ์ด์…˜์€ ์‚ฌ๋ผ์ง‘๋‹ˆ๋‹ค. ์ด๋ฅผ ์›ํ•˜์ง€ ์•Š๋Š” ๊ฒฝ์šฐ ์ด๋ฒˆ...

๊ณ„์† ์ฝ๊ธฐ Watson Knowledge Studio๋กœ ํ…์ŠคํŠธ ๋ถ„์„์„ ์œ„ํ•œ ๋จธ์‹  ๋Ÿฌ๋‹ Annotator ๋นŒ๋“œํ•˜๊ธฐ ์‹ค์Šต โ€“ 4. ์–ธ์–ด์  ๊ทœ์น™(Linguistic Rule)์„ ์‚ฌ์šฉํ•œ ์‚ฌ์ „ ์• ๋…ธํ…Œ์ด์…˜(Pre-annotation)

Watson Knowledge Studio๋กœ ํ…์ŠคํŠธ ๋ถ„์„์„ ์œ„ํ•œ ๋จธ์‹  ๋Ÿฌ๋‹ Annotator ๋นŒ๋“œํ•˜๊ธฐ ์‹ค์Šต – 5. ํœด๋จผ ์• ๋…ธํ…Œ์ด์…˜(Human Annotation) Task ์ƒ์„ฑ

์ด๋ฒˆ ๋‹จ๊ณ„์—์„œ๋Š” ํœด๋จผ ์• ๋…ธํ…Œ์ดํ„ฐ(Human Annotator)์—๊ฒŒ Task๋ฅผ ํ• ๋‹นํ•˜๊ณ  ๋ฌธ์„œ์— ์• ๋…ธํ…Œ์ด์…˜(Annotation) ์ž‘์—…์„ ์ˆ˜ํ–‰ํ•ฉ๋‹ˆ๋‹ค. ์ „์ฒด ์‹ค์Šต์€ ๋‹ค์Œ์˜ ์ˆœ์„œ๋กœ ์ง„ํ–‰๋ฉ๋‹ˆ๋‹ค. โ€ข Exercise 01: ํ”„๋กœ์ ํŠธ ์ƒ์„ฑ, ํƒ€์ž… ์‹œ์Šคํ…œ ์ƒ์„ฑ ๋ฐ...

๊ณ„์† ์ฝ๊ธฐ Watson Knowledge Studio๋กœ ํ…์ŠคํŠธ ๋ถ„์„์„ ์œ„ํ•œ ๋จธ์‹  ๋Ÿฌ๋‹ Annotator ๋นŒ๋“œํ•˜๊ธฐ ์‹ค์Šต – 5. ํœด๋จผ ์• ๋…ธํ…Œ์ด์…˜(Human Annotation) Task ์ƒ์„ฑ

Watson Knowledge Studio๋กœ ํ…์ŠคํŠธ ๋ถ„์„์„ ์œ„ํ•œ ๋จธ์‹  ๋Ÿฌ๋‹ Annotator ๋นŒ๋“œํ•˜๊ธฐ ์‹ค์Šต – 3. ๋”•์…”๋„ˆ๋ฆฌ ์• ๋…ธํ…Œํ‹ฐํ„ฐ(Dictionary Annotator) ์ƒ์„ฑ ๋ฐ ์‚ฌ์ „ ์• ๋…ธํ…Œ์ด์…˜(Pre-annotation)

์ด ๋‹จ๊ณ„์—์„œ๋Š” ๋”•์…”๋„ˆ๋ฆฌ ์• ๋…ธํ…Œ์ดํ„ฐ๋ฅผ ์ƒ์„ฑํ•˜๊ณ  ์ด๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ ์‚ฌ์ „ ์• ๋…ธํ…Œ์ด์…˜์„ ์ˆ˜ํ–‰ํ•ฉ๋‹ˆ๋‹ค. ์ด ๋‹จ๊ณ„๋ฅผ ํ†ตํ•ด์„œ ํœด๋จผ ์• ๋…ธํ…Œ์ด์…˜ ๋‹จ๊ณ„๋ฅผ ์ข€๋” ์ˆ˜์›”ํ•˜๊ฒŒ ๋งŒ๋“ค ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ์ „์ฒด ์‹ค์Šต์€ ๋‹ค์Œ์˜ ์ˆœ์„œ๋กœ...

๊ณ„์† ์ฝ๊ธฐ Watson Knowledge Studio๋กœ ํ…์ŠคํŠธ ๋ถ„์„์„ ์œ„ํ•œ ๋จธ์‹  ๋Ÿฌ๋‹ Annotator ๋นŒ๋“œํ•˜๊ธฐ ์‹ค์Šต – 3. ๋”•์…”๋„ˆ๋ฆฌ ์• ๋…ธํ…Œํ‹ฐํ„ฐ(Dictionary Annotator) ์ƒ์„ฑ ๋ฐ ์‚ฌ์ „ ์• ๋…ธํ…Œ์ด์…˜(Pre-annotation)