IBM Openscale ๋”ฐ๋ผํ•ด๋ณด๊ธฐ – 1

Openscale์€ ๋จธ์‹ ๋Ÿฌ๋‹ ๋ชจ๋ธ์„ ๋น„์ฆˆ๋‹ˆ์Šค ์–ดํ”Œ๋ฆฌ์ผ€์ด์…˜์—์„œ ์‚ฌ์šฉํ•˜๋Š” ํ™˜๊ฒฝ์—์„œ ๋จธ์‹ ๋Ÿฌ๋‹ ๋ชจ๋ธ์˜ ์˜ˆ์ธก ๊ฒฐ๊ณผ๊ฐ’์ด ์ •ํ™•ํ•˜๊ฒŒ ์˜ˆ์ธกํ•˜๊ณ  ์žˆ๋Š”์ง€, ๋น„์ฆˆ๋‹ˆ์Šค์ ์œผ๋กœ ๊ณตํ‰ํ•œ ์˜ˆ์ธก์ด ํ•„์š”ํ•œ ์†์„ฑ(์˜ˆ:์„ฑ๋ณ„, ๋‚˜์ด, ์ธ์ข…)์— ๋Œ€ํ•ด ํŽธํ–ฅ(Bias)๊ฐ€ ์—†๋Š”์ง€, ๋‚˜์•„๊ฐ€...

๊ณ„์† ์ฝ๊ธฐ IBM Openscale ๋”ฐ๋ผํ•ด๋ณด๊ธฐ – 1

[Code Pattern]Watson NLC ํ•™์Šต์„ ํ†ตํ•œ ์ŠคํŒธ๋ฉ”์ผ ๋ถ„๋ฅ˜ํ•˜๊ธฐ

Watson Studio์™€ ์—ฐ๊ณ„๋œ Watson Natural Language Classifier์˜ ์ƒˆ๋กœ์šด ํ•™์Šต ๋„๊ตฌ๋ฅผ ์‚ฌ์šฉํ•˜์—ฌ ์ด๋ฉ”์ผ ๋ถ„๋ฅ˜๋ฅผ ํ•™์Šต์‹œํ‚ค๊ณ  ์ด๋ฅผ Node.js ์–ดํ”Œ๋ฆฌ์ผ€์ด์…˜์—์„œ ํ™œ์šฉํ•˜๋Š” Code๋ฅผ ์ง„ํ–‰ํ•ด ๋ณด๊ฒ ์Šต๋‹ˆ๋‹ค. Flow NLC(Natural Language Classifier)...

๊ณ„์† ์ฝ๊ธฐ [Code Pattern]Watson NLC ํ•™์Šต์„ ํ†ตํ•œ ์ŠคํŒธ๋ฉ”์ผ ๋ถ„๋ฅ˜ํ•˜๊ธฐ

IBM Cloud ๋กœ ์„œ์šธ์‹œ ์•„ํŒŒํŠธ ๋งค๋งค๊ฐ€ ๋ถ„์„ํ•˜๊ธฐ – 1. ๋ฐ์ดํ„ฐ ์ค€๋น„ ๋ฐ SQL Query ๋ฅผ ํ™œ์šฉํ•œ ๋ถ„์„

์‹œ์ž‘ํ•˜๋ฉด์„œ IBM Cloud ๋Š” ์ „๋ฌธ๊ฐ€๊ฐ€ ์•„๋‹ˆ๋”๋ผ๋„ ์‰ฝ๊ฒŒ ๋ฐ์ดํ„ฐ๋ฅผ ์ˆ˜์ง‘/๊ฐ€๊ณต/๋ถ„์„ํ•  ์ˆ˜ ์žˆ๋Š” ํ™˜๊ฒฝ์„ ์ œ๊ณตํ•ฉ๋‹ˆ๋‹ค. ์ด ๊ธ€์—์„œ๋Š” ์•ž์œผ๋กœ ์—ฌ๋Ÿฌ ํšŒ์— ๊ฑธ์ณ IBM cloud ์—์„œ ์ œ๊ณตํ•˜๋Š” Cloud Object...

๊ณ„์† ์ฝ๊ธฐ IBM Cloud ๋กœ ์„œ์šธ์‹œ ์•„ํŒŒํŠธ ๋งค๋งค๊ฐ€ ๋ถ„์„ํ•˜๊ธฐ – 1. ๋ฐ์ดํ„ฐ ์ค€๋น„ ๋ฐ SQL Query ๋ฅผ ํ™œ์šฉํ•œ ๋ถ„์„

[DIY] ์ธ๊ณต์ง€๋Šฅ ์Šคํ”ผ์ปค์™€ Home IoT

์ธ๊ณต์ง€๋Šฅ์˜ ๋ฐœ์ „์ด ๋นจ๋ผ์ง€๋ฉด์„œ ๋งŽ์€ ์ œํ’ˆ๋“ค์ด ๋‚˜์˜ค๊ณ  ์žˆ๋‹ค. ํŠนํžˆ๋‚˜ ์ธ๊ณต์ง€๋Šฅ ์Šคํ”ผ์ปค๋Š” ์Œ์„ฑ์œผ๋กœ ์‚ฌ๋žŒ๊ณผ ์ƒํ˜ธ์ž‘์šฉ ํ•  ์ˆ˜ ์žˆ๋Š” ์žฌ๋ฏธ๋‚œ ๋„๊ตฌ์ด๋‹ค. Amazon, Google, Apple ๋“ฑ์€ ์ธ๊ณต์ง€๋Šฅ ์Šคํ”ผ์ปค์— ๋งŽ์€...

๊ณ„์† ์ฝ๊ธฐ [DIY] ์ธ๊ณต์ง€๋Šฅ ์Šคํ”ผ์ปค์™€ Home IoT

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)

Watson Conversation ์„ Compose for mysql Service์™€ ์—ฐ๋™ํ•˜์—ฌ Node.js ๋ฅผ ํ†ตํ•ด MySQL ์„ ์‚ฌ์šฉํ•˜๋Š” ๋ฐฉ๋ฒ• – (2)

์ง€๋‚œ ํฌ์ŠคํŠธ๊นŒ์ง€ํ•ด์„œ Watson conversation์„ Compose for mysql์—ฐ๋™ํ•˜๊ธฐ ์œ„ํ•ด IBM Cloud์ƒ์—์„œ ํ•„์š”ํ•œ ์„œ๋น„์Šค์™€ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์„ ์ƒ์„ฑํ•˜๊ณ  Compose for mysql์„ ํ†ตํ•ด ๋กœ์ปฌ์˜ MySQL๊ณผ ์—ฐ๊ฒฐํ•˜๋Š” ๊ฒƒ ๊นŒ์ง€ ๋งˆ๋ฌด๋ฆฌ ํ•˜์˜€์Šต๋‹ˆ๋‹ค....

๊ณ„์† ์ฝ๊ธฐ Watson Conversation ์„ Compose for mysql Service์™€ ์—ฐ๋™ํ•˜์—ฌ Node.js ๋ฅผ ํ†ตํ•ด MySQL ์„ ์‚ฌ์šฉํ•˜๋Š” ๋ฐฉ๋ฒ• – (2)

Watson Conversation ์„ Compose for mysql Service์™€ ์—ฐ๋™ํ•˜์—ฌ Node.js ๋ฅผ ํ†ตํ•ด MySQL ์„ ์‚ฌ์šฉํ•˜๋Š” ๋ฐฉ๋ฒ• – (1)

์•ˆ๋…•ํ•˜์„ธ์š”. ์ €๋Š” ์•„์ฃผ๋Œ€ํ•™๊ต 4ํ•™๋…„์— ์žฌํ•™์ค‘์ธ ์†์›์ฒ ์ด๋ผ๊ณ  ํ•ฉ๋‹ˆ๋‹ค. ์ €๋Š” ์ด ๋‘๊ฐœ์˜ ํฌ์ŠคํŠธ๋ฅผ ํ†ตํ•ด ์—ฌ๋Ÿฌ๋ถ„๋“ค์—๊ฒŒ Watson Conversation์„ Node.js๋ฅผ ํ†ตํ•ด MySQL DB์™€ ์—ฐ๋™ํ•˜๊ณ  ์‚ฌ์šฉํ•˜๋Š” ๋ฐฉ๋ฒ•์„ ์„ค๋ช…๋“œ๋ฆฌ๊ฒ ์Šต๋‹ˆ๋‹ค. ๋จผ์ € Conversation๊ณผ...

๊ณ„์† ์ฝ๊ธฐ Watson Conversation ์„ Compose for mysql Service์™€ ์—ฐ๋™ํ•˜์—ฌ Node.js ๋ฅผ ํ†ตํ•ด MySQL ์„ ์‚ฌ์šฉํ•˜๋Š” ๋ฐฉ๋ฒ• – (1)

Watson Knowledge Studio๋กœ ํ…์ŠคํŠธ ๋ถ„์„์„ ์œ„ํ•œ ๋จธ์‹  ๋Ÿฌ๋‹ Annotator ๋นŒ๋“œํ•˜๊ธฐ ์‹ค์Šต – 2. ํ•™์Šต์šฉ ์ž๋ฃŒ(Training Corpus) ์—…๋กœ๋“œ

์ด๋ฒˆ ๋‹จ๊ณ„์—์„œ๋Š” ๋จธ์‹  ๋Ÿฌ๋‹์„ ์œ„ํ•œ ํ•™์Šต์šฉ ์ž๋ฃŒ๋ฅผ ์—…๋กœ๋“œ ํ•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˜์ • โ€ข...

๊ณ„์† ์ฝ๊ธฐ Watson Knowledge Studio๋กœ ํ…์ŠคํŠธ ๋ถ„์„์„ ์œ„ํ•œ ๋จธ์‹  ๋Ÿฌ๋‹ Annotator ๋นŒ๋“œํ•˜๊ธฐ ์‹ค์Šต – 2. ํ•™์Šต์šฉ ์ž๋ฃŒ(Training Corpus) ์—…๋กœ๋“œ

Watson Knowledge Studio๋กœ ํ…์ŠคํŠธ ๋ถ„์„์„ ์œ„ํ•œ ๋จธ์‹  ๋Ÿฌ๋‹ Annotator ๋นŒ๋“œํ•˜๊ธฐ ์‹ค์Šต – 1. ํ”„๋กœ์ ํŠธ ์ƒ์„ฑ ๋ฐ ํƒ€์ž… ์‹œ์Šคํ…œ ๊ด€๋ฆฌ

์ด๋ฒˆ ๊ธ€์—์„œ๋Š” Watson Knowledge Studio๋กœ ๋จธ์‹  ๋Ÿฌ๋‹ Annotator๋ฅผ ๋นŒ๋“œํ•ด ๋ด…๋‹ˆ๋‹ค. Watson Knowledge Studio๋กœ ๋นŒ๋“œํ•œ ๋ชจ๋ธ์€ Watson Discovery ๋ฐ Watson Natural Language Understanding ์„œ๋น„์Šค๋ฅผ ํ†ตํ•ด์„œ ์• ํ”Œ๋ฆฌ์ผ€์ด์…˜์—์„œ...

๊ณ„์† ์ฝ๊ธฐ Watson Knowledge Studio๋กœ ํ…์ŠคํŠธ ๋ถ„์„์„ ์œ„ํ•œ ๋จธ์‹  ๋Ÿฌ๋‹ Annotator ๋นŒ๋“œํ•˜๊ธฐ ์‹ค์Šต – 1. ํ”„๋กœ์ ํŠธ ์ƒ์„ฑ ๋ฐ ํƒ€์ž… ์‹œ์Šคํ…œ ๊ด€๋ฆฌ