파이썬과 커뮤니티와 한국어 오픈데이터

PyCon Korea 2019 키노트 발표 자료입니다.

Transcript

1. ౵੉ॆҗ ழޭפ౭৬ ೠҴয য়೑ؘ੉ఠ 2019-08-17 ߅਷੿
2. ߅਷੿ a.k.a. lucypark, echojuliett, e9t • ӝ҅ߣ৉ਸ ೞח ݠन۞׬ ূ૑פয • ؘ੉ఠ۽ ૑ध੄ ੢߷ਸ ծ୶Ҋ र਷ ࢎۈ • Yak shaver 2
3. ٸח 2019֙ 5ਘ • ӝഥо ػ׮ݶ ೞҊ र਷ ݈੉ ੓঻য! • "ઁউ೧઱࣊ࢲ хࢎ೤פ׮! যڃ ফӝܳ ೧ঠೡ૑ ഛन੉ ٜ૑ח ঋ૑݅ ਬ ੊ೠ ফӝܳ ೡ ࣻ ੓ب۾ ળ࠺೧ࠅѱਃ." • ߊ಴ө૑ 3ѐਘ੉ա ੓ਵפ ળ࠺ೡ दрب ୽࠙ೞ׮! 3
4. ԝԝೠ ҅ദ • ೠҴয NLP੄ য়೑ࣗझ/ؘ੉ఠী ؀ೠ ࢲ߬੉ܳ ೧ࢲ, അടਸ ҕਬೞҊ ׮ э੉ ߊ੹दெաо੗Ҋ ઁউ೧ঠѷয! • ః֢౟ۄݶ ੿ࠁܳ ੹׳ೞӝࠁ׮ח ನਊinclusion , ׮নࢿdiversity , ழޭפ౭৬ э਷ о஖ܳ ࠗпೞח ߊ಴ݶ જਸ Ѫ эই • Ӓؘ۠ ژ ౵੉௑੉פө ౵੉ॆী ؀ೠ ফӝب ೧ঠ૑ • Ӓۧ׮ݶ 3֙݅ী konlpyب ખ সؘ੉౟ ೧ࠅө? пઙ ؘ੉ఠࣇਸ konlpy.downloadী ನೣ೧ࢲ ࢎۈٜ੉ औѱ ׮਍۽٘ ߉ѱ ೞݶ જਸ Ѫ э׮! 4
5. ӒܻҊ 2019֙ 8ਘ • konlpyח Ҋசѱ ցޖ ݆׮... э੉ ٜ݅যоਃ! • ই૒ ߊ಴੗ܐب হ֎... ƕƕ • ׮೯൤ ੉ܲ ইஜ੄ ୐ ߊ಴פө ࢎۈ੉ ߹۽ উৢѢঠ... 5
6. য়ט ೡ ੉ঠӝ • ޙઁ ੄ध ҕਬ • ழޭפ౭ী ੘ѱա݃ ӝৈೡ ࣻ ੓঻؍ ѐੋ੸ੋ ҃೷ ҕਬ ঢ়զ ফӝ • ೠҴয য়೑ؘ੉ఠ ੉ঠӝب ઑӘ ઱߸ ࢎۈٜ਷ ݔզ ٜ঻؍ ফӝ *NBHF
   TPVSDF
   4BOESB
   BOE
   8PP
   3JDIBSET
   HVJEF
   UP
   TPGUXBSF
   EFWFMPQNFOU
    6
7. ৈ۞࠙਷ ೐۽Ӓې߁ਸ ৵ ೞदաਃ? 7
8. ೐۽Ӓې߁਷ ৵ ೞחо? • ஂ޷ • ݡҊࢎפ્ • ѐੋ੄ ࢿ੢ • ա੄ ழޭפ౭ী ӝৈೞӝ ੉
   ೦ݾٜ਷
   ࢚ഐߓఋ੸੉૑
   ঋ׮ 8
9. ঢ়զ ੉ঠӝ ೞա: ౱ನಯ ౵੉ॆਸ જইೠ द࠻ ೧ழٜ 9
10. ٸח 2011֙ 10
11. 11
12. 12
13. ਫ਼Ӭ, ੗ܐо ࠗ઒ೞ׮Ҋਃ? 13
14. ৈӝী ׮ ੓חؘਃ? http://likms.assembly.go.kr 14
15. ೞ૑݅ ցޖ য۵Ҋ ੤޷হ਺ ־о ־ҵ૑ب ݽܰѷҊ ֙
    ׼द
    ஭୛
    ചݶੑפ׮
    ૑Ә੄
    ੄উ੿ࠁदझమ਷
    ખ
    ؊
    ಞܻೞѱ
    ߄Շ঻যਃ
    ! 15
16. ޙࢲח ੽Ӕࢿ੉ ڄয૗ ֤ޙ ו՝ ޛঁ աח PDF 16
17. Ѩ࢝ূ૓੉ ੽Ӕೡ ࣻ হח ੿଼ ೞ૑݅ Ҵഥ ੗ܐח ҕҕ੤. Ҵ޹੉ Ѩ࢝ೡ ࣻ ੓যঠ! 17
18. ਋ܻо о૓ ӝࣿਸ ੉ਊ೧ࢲ ࣁ࢚ਸ ߄Լࠁ੗! 18
19. ౱ನಯ http://popong.com • ৘࠺ ٣੗੉ց, ѐߊ੗, ӝദ੗ ١ਵ۽ ҳࢿػ ೟ࢤ 10ৈ ݺ • ӝࣿ۽ॄ ؀ೠ޹Ҵ ੿஖ܳ ٍൔ٘חѱ ݾ಴ • ૒੽ ࢲ࠺झܳ ٜ݅যࠁݶࢲ ਋ܻо ࢿ੢ೞח Ѫ਷ ؒ! (ژח ؊ ௾ ݾ੸) 1010/(
    
    1VCMJD
    0QFO
    10MJUJDBM
    FOHJOFFSJ/( 19
20. ࢲ࠺झ ೐۽షఋ੉ೝਸ ೞҊ ׼द
    ೥೮؍
    ೐۽షఋ੉ೝ
    ో
    #BMTBNJR
    !
    ೐۽షఋ੉ೝ
    җ੿੉
    ҾӘೞݶ
    ৈӝ۽
    о઱ࣁਃ 20
21. ੄ਗ ֎౟ਕ௼ ࠙ࢳب ೞҊ 3FBE
    NPSF
    BCPVU
    UIJT
    IFSF 21
22. ݒ઱ షਃੌ݃׮ ݽৈ ӝദҗ షۿҗ झఠ٣ ؀׮ࣻо ੑߨҗ੿ ؀೧ ইחѱ ೞաب হ঻Ѣٚਃ Ӓۧѱ 2ߣ੄ ௼ܻझ݃झܳ ೣԋ ݏ੉ೠ റ... 22
23. ਢࢲ࠺झ "؀ೠ޹Ҵ ੿஖੄ ݽٚ Ѫ" ఍ࢤ ੉Ѫ ٸޙী ௼܀݂ب ৌब൤ ೞҊ ইऔѱب
    ૑Ә਷
    ബਊ
    ؀࠺
    ࠺ਊ੉
    ݆੉
    ૑୹ػ׮Ҋ
    ౸ױ೧ࢲ
    ֙
    ਘࠗఠ
    PVU
    PG
    TFSWJDF
    
    ೞ૑݅
    ౱ನಯ
    ӝо
    ׮द
    बತࣗࢤ
    ઺੉ۄ
    ׮द
    ࣁ࢚ী
    աৢ
    ࣻب
    ੓যਃ 23
24. ਢࢲ࠺झ "؀ೠ޹Ҵ ੿஖੄ ݽٚ Ѫ" ఍ࢤ ೐ۿ౟ূ٘ب ߓ਋Ҋ 24
25. ਢࢲ࠺झ "؀ೠ޹Ҵ ੿஖੄ ݽٚ Ѫ" ఍ࢤ D3৬ NLPীب ҙबਸ о૑ѱ غҊ 25
26. ਢࢲ࠺झ "؀ೠ޹Ҵ ੿஖੄ ݽٚ Ѫ" ఍ࢤ PDF ౵यب ੊൤Ҋ 26
27. South Korea/Seoul Maps ؘ੉ఠ ҕѐ ݫܰ஠షܰ э਷ ై৔ߨب ߓ਑ shp
    ౵ੌਸ
    TopoJSONਵ۽
    ߄Բחؘ݅
    ֙੉ա
    Ѧ۷যਃ
    ! 27
28. Ҵഥ੄ਗ/੄উ ؘ੉ఠ REST API • ࢎप ਢࢲ࠺झח ࣳா੉झ • ੉ѱ ਗې ૓೯ೞ۰؍ ೐۽ં౟ • ؊ ݆਷ ࢎۈٜ੉ ੿஖ ؘ੉ఠܳ ࠙ࢳೞѢա ഝਊ೧ࢲ ࢲ࠺झܳ ٜ݅ӝܳ ߄ۗ਺ ইऔѱب
    ૑Ә਷
    ੉Ѫب
    PVU
    PG
    TFSWJDFҊ
    ௏٘݅
    թই੓૑݅
    ੉ઁח
    Ҵഥীࢲ
    ૒੽
    ؘ੉ఠܳ
    ઁҕ೤פ׮ ഥ੄۾
    ੄উ
    ੄ਗ 28
29. য়೑ࣗझ, য়೑ؘ੉ఠ: ݽٚ Ѫਸ ҕਬೞ۰ח ֢۱ 29
30. ؀ೠ޹Ҵ ੿஖ܳ ٍൔٜѷ׮Ҋ ࢤпೠ ಁӝ ֈ஖ח ୒ٜ֙਷ • ೠಞਵ۽ח ઱߸੄ ੘਷ ࢎഥ۽ࠗఠ ੋ੿ਸ ߉ӝب ೮૑݅ • ࣁ࢚਷ Ӓۧѱ औѱ ߸ೞחѱ ইפۄח Ѫਸ ߓਛҊ ࢲߡ ࠺ਊ੉ ࠺ऱ׮חѪب ঌѱ غҊ • ޖ঺ࠁ׮ب ࣗ઺ೠ જ਷ ஘ҳܳ ঳Ҋ 30
31. Ӓ যڃ ҃೷ࠁ׮ ч૓ જ਷ ѐߊ ޙചܳ ߓਛणפ׮ • ޙࢲച ೧઱ࣁਃ. ౱ ղ৻৬ ࣗాೞח ߑߨ • Git੄ જ਷ ೐ۑ౭झח ੉Ѣېਃ. ౱ ղ৻৬ ࣗాೡ ٸ ૑ఃݶ જ਷ ݒց • ࢜ ೐۽ં౟ীࢲח Flaskۄח ೐ۨ੐ਕ௼ܳ ॄࠅөਃ? ࢜۽਍ بҳܳ ੊൤ח ߑߨ • ই੉٣যח working prototypeਵ۽ ࠁৈ઱ࣁਃ. ఌ࢚ҕۿਸ ߩযա ౱ਸ ਑૒੉ח ߑߨ • Ӓ ௏٘/ؘ੉ఠ ۄ੉ࣃझо ޤীਃ? ఋੋ੄ ੷੘ޛਸ ઓ઺ೞח ੗ࣁ 31
32. ࣁ࢚ਸ ߄Բח Ѫ ա৬ ղ ઱߸ਸ ߄Բח Ѫ 32
33. दр੉ ખ Ѧ۰ب ҡଳ׮ ݽܰח Ѥ ߓ਋ݶ ػ׮ 33
34. য়೑ࣗझо ௾ ੄޷ܳ о૑٠੉ ؘ੉ఠܳ оҕ೧ࢲ য়೑ؘ੉ఠ۽ ܾܻૉೞח Ѫب ੄޷੓׮ 34
35. ঢ়զ ੉ঠӝ ل: KoNLPy ೙ਃо ఍ࢤदఅ ౵੉ॆ ۄ੉࠳۞ܻ 35
36. ٸח 2014֙ • ઁ ੹ҕ੉ ਗې ఫझ౟ی਷ ࢚ҙহҊ ं੗ܳ ࠙ࢳೞח ؘ੉ఠ݃੉׬ • ೟Ү ೐۽ં౟ܳ ࣻ೯ೞ؍ ઺ ೠҴয ࠙ࢳਸ ಞܻೞѱ ೞӝ ਤ೧ द੘ • ೠҴয ࠙ࢳਸ ೞ۰ݶ ੌױ ష௼ա੉૚ਸ ೧ঠೞחؘ যڌѱ ೞ૑? • ഋకࣗ ࠙ࢳਸ ೞݶ ػ׮חؘ য়೑ࣗझח ੓ա? • ݻ о૑о ੓ח Ѫ э਷ؘ ࢿמ਷ যڌѱ ׮ܰ૑? 36
37. Enter KoNLPy >>> from konlpy.tag import Okt >>> okt = Okt() >>> okt.pos('݅աࢲ ߈оਕਃ!') [('݅աࢲ', 'Verb'), ('߈оਕਃ', 'Adjective'), ('!', 'Punctuation')] • пઙ য়೑ࣗझ ഋకࣗ ࠙ࢳӝܳ ݽ਺ • nltk ١ ׮ܲ ۄ੉࠳۞ܻ৬ э੉ ಞܻೞѱ ॶ ࣻ ੓ѱ ੋఠಕ੉झܳ ాੌ • ೠӖਸ ׮ܙ ٸ ೙ਃೠ пઙ utilਸ ୶оೣ 37
38. KoNLPy৬ ୐ߣ૩ PyCon KR • ׼द ౵੉ॆ झथ: "౵੉௑੉ ೠҴীࢲ ୊਺ ৌܽ؀!" • ա: "ա৬ ࠺तೠ ࠛಞೣਸ ѻҊ ੓ח ࢎۈ੉ ݆૑ ঋਸө?" • ٜ݅؍ Ѧ ੜ ಁః૚೧ࢲ ҕѐ೧ࠁ੗! 38
39. 39
40. ࢎۈٜ਷ ৵ KoNLPyܳ ࢎਊ೮ਸө? • ୡࠁ੗: ࢎਊߨ੉ एਕࢲ? ؊ ए਋ݶ જѷ֎ਃ • ೟ࢤ: ࠁҊ ٮۄೡ ৘दо ੓যࢲ? • पޖ੗: ׮নೠ ҳഅ୓ р ࢿמ ࠺Үо ಞ೧ࢲ? • ৻Ҵੋ: ޙࢲо ৔য۽ب ॳৈ ੓যࢲ? • ജ҃੸ ਃੋ: ੉റ ౵੉ॆ੉ Ҵղ৻ীࢲ ೠହ ੋӝށ੉ܳ ೧ࢲ? 40
41. ղо ೙ਃೠ بҳח ղо ٜ݅য ҕਬೠ׮ Ӓ۞ݶ ࢤп૑ب ޅೠ ب਑ਸ ઱Ҋ ߉ਸ ࣻ ੓׮! 41
42. ੉ٞ೧ী فߣ૩ PyCon KR • ѐੋ੸ زӝ: ୐ ౵੉௑ ҃೷੉ ցޖ જও׮ • ׼द ೟҅ীࢲח representation learning੉ ೥೧૓ द੼ • word2vec, doc2vecਸ Ҵղ੄ ౵੉ॆ ழޭפ౭ী ࣗѐ೧ࠅө? • ੘֙ী য়೑ࣗझ۽ KoNLPyܳ ҕѐ೮૑݅ ݄࢚ ష੉ؘ੉ఠо ߹۽ হ׮. ੌױ ೠҴয۽ ػ ؘ੉ఠࣇਸ ٜ݅যࠁ੗! 42
43. ೠҴয ৔ചಣ ؘ੉ఠ nsmc $ head ratings_train.txt id document label 9976970 ই ؊ࡂ.. ૓૞ ૞ૐա֎ਃ ݾܻࣗ 0 3819312 ൙...ನझఠࠁҊ ୡ٬৔ച઴....য়ߡোӝઑର оߺ૑ ঋҳա 1 10265843 ցޖ੤㄂঻׮ӒېࢲࠁחѪਸ୶ୌೠ׮ 0 9045019 Үبࣗ ੉ঠӝҳݢ ..ࣛ૒൤ ੤޷ח হ׮..ಣ੼ ઑ੿ 0 6483659 ࢎ੉ހಕӒ੄ ੊࢓झ۠ োӝо ثࠁ৓؍ ৔ച!झ౵੉؊ݔীࢲ יযࠁ੉ӝ݅ ೮؍ ழझ౯ ؍झ౟о ցޖաب ੉࡜ࠁ৓׮ 1 5403919 ݄ Ѧ਺݃ ڏ 3ࣁࠗఠ ୡ١೟Ү 1೟֙ࢤੋ 8࢓ਊ৔ച.ƀƀƀ...߹߈ѐب ইө਑. 0 7797314 ਗ੘੄ ӟ੢хਸ ઁ؀۽ ࢓۰ղ૑ޅ೮׮. 0 9443947 ߹ ߈ѐب ইӰ׮ ਄աৡ׮ ੉਽҃ ӡਊ਋ োӝࢤഝ੉ݻ֙ੋ૑..੿݈ ߊ۽೧ب ӒѪࠁױ իѶ׮ ժ஖.хӘ݅߈ࠂ߈ࠂ.. 0 7156791 ঘ࣌੉ হחؘب ੤޷ ੓ח ݻউغח ৔ച 1 • ઱য૓ ৔ചಣਸ ӛ੿ ژח ࠗ੿ਵ۽ ࠙ܨೞח ؘ੉ఠࣇ • Maas et al. 2011੄ IMDB ؘ੉ఠࣇ(৔য)ਸ ߮஖݃௼ 43
44. ղо о૓ ӝࣿ੉ ؀ױೞ૑ ঋইب ழޭפ౭ী ӝৈೡ ࣻ ੓׮ ־ҳա ޖ঺੉ٚ! 44
45. ݃૑݄ਵ۽ ਃ્ ೠҴয য়೑ؘ੉ఠ ੉ঠӝ 45
46. ٜযоӝী খࢲ ԙ ೞҊ र঻؍ ੉ঠӝ 46
47. ঌ౵߳਷ ৔যо ইפ׮! Alphabet NLPо ইפۄ English NLP 47
48. ೠӖ਷ ೠҴযо ইפ׮! Hangul NLPо ইפۄ Korean NLP ೠӖ਷ ޙ੗, ೠҴযо ঱য 48
49. ೠҴয য়೑ؘ੉ఠ അട: Sequence classification / labeling ҕѐदӝ ੉ܴ ݾ੸ ௼ӝ ۄ੉ࣃझ 2007 ࣁઙ௏ಌझ ಿࢎకӦ 838k sentences CC BY-NC-ND 4.0 2012 KOSAC хࢿ࠙ܨ (хࢿয ࢎ੹ب ߓನ) 7.7k sentences Custom 2015 nsmc хࢿ ࠙ܨ 200k sentences (Train: 150k, Test: 50k) CC0 (Public Domain) 2016 KoreanNERCorpus NER 3.5k sentences - 2018 nlp-challenge NER 90k sentences - 2018 nlp-challenge SRL 35k sentences - 2018 Question pair Paraphrase detection 7k sentence pairs - ۄ੉ࣃझо
    উ
    ੸ഃ
    ੓ח
    ઴਷
    ۄ੉ࣃझо
    ݺदغয
    ੓૑
    ঋѢա
    ઁо
    ޅ
    ଺਷
    ҃਋ੑפ׮ 49
50. ೠҴয য়೑ؘ੉ఠ അട: Sequence generation ҕѐदӝ ੉ܴ ݾ੸ ௼ӝ ۄ੉ࣃझ 2015 JPO patent corpus ӝ҅ߣ৉ ja-ko, ౠೲ بݫੋ 257k sentence pairs Custom (࢚স੸ ੉ਊ ࠛо) 2017 Korean parallel corpora ӝ҅ߣ৉ ko-{en, fr, ja} п ঱যह߹ 0.7k, 95k, 0.2k sentence pairs CC BY-NC-ND 3.0 (࢚স੸ ࢎਊ ࠛо) 2018 KSS ਺ࢿ ೤ࢿ/ੋध 12.9k pairs CC BY-NC-SA 4.0 (࢚স੸ ੉ਊ ࠛо) 2018 Chatbot data ؀ച 12k pairs - 2018 OpenSubtitles2018 ӝ҅ߣ৉ ko-* 1.3m sentence pairs (For ko-en only) - 2019 AIHub ೠҴয-৔য ߣ৉ ߽۳ ݈ޡ஖ ӝ҅ߣ৉ ko-en 16k sentence pairs (To be 1.6m within 2019) - ۄ੉ࣃझо
    উ
    ੸ഃ
    ੓ח
    ઴਷
    ۄ੉ࣃझо
    ݺदغয
    ੓૑
    ঋѢա
    ઁо
    ޅ
    ଺਷
    ҃਋ੑפ׮ "*)VC੄
    ҃਋
    ۄ੉ࣃझо
    ݺदغয
    ੓૑
    ঋ૑݅
    ઺ࣗӝস
    ߮୊ӝস
    झఋ౟স
    ѐੋѐߊ੗
    োҳ੗
    ١੉
    ఋѶਬ੷ੋ
    ੿ࠗ
    ࢎস੉޲۽
    CC0
    ژח
    CC BY੉૑
    ঋਸө
    ୶ஏ೧ࠇפ׮ ژ
    ઁо
    ӝ҅ߣ৉ী
    ҙब੉
    ੓যࢲ
    ׮ܲ
    ࠙ঠী
    ࠺೧
    ࢚؀੸ਵ۽
    ؊
    աৌೡ
    ࣻ
    ੓ח
    Ѫ
    э਷ؘ
    ֬஘
    જ਷
    ؘ੉ఠࣇ੉
    ੓׮ݶ
    BXFTPNFLPSFBOOMQ
    э਷
    ܻझ౟ী
    ҕਬ೧઱ࣁਃ
    50
51. ೠҴয য়೑ؘ੉ఠ അട: Others ҕѐदӝ ੉ܴ ݾ੸ ௼ӝ ۄ੉ࣃझ 2018 KorQUAD MRC 66k Q/A pairs - 2019? AIHub ӝ҅ة೧ MRC 450k Q/A pairs - 2019 cc-kedict ೠ৔ ࢎ੹ 13.7k entries CC BY-SA 3.0 2019 kosentences Self-supervised learning 31m sentences MIT + GNU Free Documentation + CC BY-NC-SA ۄ੉ࣃझо
    উ
    ੸ഃ
    ੓ח
    ઴਷
    ۄ੉ࣃझо
    ݺदغয
    ੓૑
    ঋѢա
    ઁо
    ޅ
    ଺਷
    ҃਋ੑפ׮ ੉
    ઺
    ݻ
    о૑ח
    ઁо
    ૒੽
    ੉ਊ೧ࠁ૑
    ޅ೮णפ׮ 51
52. ࢤпࠁ׮ ݆׮! ! ؊ ݆ਵݶ જѷ૑݅... 52
53. જ਷ ࢎ۹ 1: KorQUAD https://korquad.github.io/ • ୽࠙ೠ ন੄ ؘ੉ఠ ҕѐ • ब૑য ܻ؊ࠁ٘ө૑ ҕਬ! 53
54. જ਷ ࢎ۹ 2: KSS https://kaggle.com/bryanpark/korean-single-speaker-speech-... • Ҵղ ୭ୡ੄ ਺ࢿ য়೑ؘ੉ఠ • ઁߨ ݆਷ ࠙۝ • ۄ੉ࣃझо ڢ۶ೞѱ ݺदغয ੓যࢲ ޖ঺ਸ ೡ ࣻ ੓Ҋ হח૑о ݺഛೣ 54
55. ৵ য়೑ؘ੉ఠо ઺ਃೠоਃ? 1. ߮஖݃௼о ؼ ࣻ ੓ӝ ٸޙ! • ML ݽ؛ٜ਷ ؘ੉ఠ৬ ૑಴о эইঠ ݽ؛ р ࢲ۽ ࠺Үо оמ • ࠺Үо оמ೧૑ݶ ӝࣿ ߊ੹੉ ৡ׮ 2. ־ҳա ߄۽ ࠙ࢳ੉ա ݽ؛݂ਸ द੘ೡ ࣻ ੓ӝ ٸޙ! • ೐۽Ӓې߁ীࢲ reinventing the wheel੉ ઙઙ ҃҅੄ ؀࢚੉ غ٠ • ݽفо ؘ੉ఠ ஂٙҗ ੿ઁܳ ೡ ೙ਃח হਗ਼ইਃ 55
56. ؘ੉ఠܳ ҕѐೡ ٸ ഛੋೞݶ જ਷ ੼ 1. ࢎਊ੗о ߄۽ ׮਍۽٘೧ࢲ ࢎਊೡ ࣻ ੓חо? • оә੸੉ݶ ഥਗоੑ, ੉ਊز੄ ੺ର হ੉ ߄۽ ࢎਊೡ ࣻ ੓ѱ ೣ 2. ਗޙী ѐੋ੿ࠁ/੷੘ӂ ޙઁח হחо? • য়೑ؘ੉ఠח ӝࣿ ߊ੹ਸ ਤ೧ ݒ਋ ઺ਃೞ૑݅ ѐੋ੿ࠁ৬ ੷੘ӂب ઓ઺߉Ҋ ૑ெઉঠ ೣ! 3. оә੸੉ݶ ۄ੉ࣃझܳ ԙ ݺद೧઱ࣁਃ! • ੉ਊ੗੄ ߹ب੄ ޙ੄হ੉ оמೠ Ѫ, ࠛоמೠ Ѫਸ ঌܻӝ ਤೣ 56
57. য়೑ؘ੉ఠܳ ࢎਊೡ ٸ ഛੋೞݶ જ਷ ੼ 1. ؘ੉ఠо ୽࠙൤ ௾о? ୽࠙൤ ੄޷੓ח Ѿҗܳ յ ࣻ ੓ח ੿ب۽ ୽࠙ೠо? 2. ۄ੉ࣃझо ޖ঺ੋо? ੤ߓನо оמೠо? ࢚সਊਵ۽ ੉ਊ೧ب غחо? 57
58. Call for partipation • ೠҴয NLP э੉ ߊ੹दெਃ! • য়೑ࣗझ۽ب, য়೑ؘ੉ఠ۽ب ӝৈೡ ࣻ ੓णפ׮ • য়೑ࣗझח ౵੉ॆ੉যب જ૑݅ ԙ ౵੉ॆ਷ ইפযب ؾפ׮ • য়೑ؘ੉ఠח ੿ࠗ, ӝস, ೟Ү ݽف ೣԋ೧ਃ ޛۿ ѐੋ ѐߊ੗ب • ೠҴয NLP ݈Ҋ ׮ܲ ੤߀ח ࠙ঠب ݆੉ ӝৈೞҊ ࢲ۽ ҕਬ೧ਃ! 58
59. хࢎ೤פ׮ @echojuliett https://lucypark.kr ठۄ੉٘ܳ
    ࠁҊ
    ӈ઺ೠ
    ೖ٘ߔਸ
    ઱न
    !MPWJU
    !TIVSBJO
    שԋ
    хࢎ٘݀פ׮ 59