Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
How to start studying NLP
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
kabayan55
September 29, 2018
Programming
360
0
Share
How to start studying NLP
以下のイベントでの発表資料です。
https://supporterzcolab.com/event/530/
kabayan55
September 29, 2018
More Decks by kabayan55
See All by kabayan55
My favorite tool 2019
kabayan55
2
1.7k
Escalators are Awesome
kabayan55
2
1.5k
How to start studying NLP 02
kabayan55
7
5.3k
Other Decks in Programming
See All in Programming
GNU Makeの使い方 / How to use GNU Make
kaityo256
PRO
16
5.6k
「速くなった気がする」をデータで疑う
senleaf24
0
150
Rethinking API Platform Filters
vinceamstoutz
0
11k
Offline should be the norm: building local-first apps with CRDTs & Kotlin Multiplatform
renaudmathieu
0
110
Going Multiplatform with Your Android App (Android Makers 2026)
zsmb
2
350
条件判定に名前、つけてますか? #phperkaigi #c
77web
2
970
ローカルで稼働するAI エージェントを超えて / beyond-local-ai-agents
gawa
2
260
脱 雰囲気実装!AgentCoreを良い感じにWEBアプリケーションに組み込むために
takuyay0ne
3
440
今年もTECHSCOREブログを書き続けます!
hiraoku101
0
230
L’IA au service des devs : Anatomie d'un assistant de Code Review
toham
0
210
KagglerがMixSeekを触ってみた
morim
0
370
The free-lunch guide to idea circularity
hollycummins
0
420
Featured
See All Featured
The Myth of the Modular Monolith - Day 2 Keynote - Rails World 2024
eileencodes
27
3.4k
Are puppies a ranking factor?
jonoalderson
1
3.2k
The Success of Rails: Ensuring Growth for the Next 100 Years
eileencodes
47
8k
Groundhog Day: Seeking Process in Gaming for Health
codingconduct
0
140
Lightning Talk: Beautiful Slides for Beginners
inesmontani
PRO
1
510
Pawsitive SEO: Lessons from My Dog (and Many Mistakes) on Thriving as a Consultant in the Age of AI
davidcarrasco
0
110
Money Talks: Using Revenue to Get Sh*t Done
nikkihalliwell
0
200
Building Better People: How to give real-time feedback that sticks.
wjessup
370
20k
Practical Tips for Bootstrapping Information Extraction Pipelines
honnibal
25
1.8k
Applied NLP in the Age of Generative AI
inesmontani
PRO
4
2.2k
Into the Great Unknown - MozCon
thekraken
40
2.3k
The AI Search Optimization Roadmap by Aleyda Solis
aleyda
1
5.6k
Transcript
ʲॳ৺ऀ͚ʳ ɹ͡ΊͯΈΑ͏ʂࣗવݴޠॲཧ ɹɹࣗવݴޠॲཧͷੈքɺΑ͏ͦ͜ αϙʔλʔζ$P-BCษڧձ ݄ LBCBZBO
LBCBZBO େֶɾେֶӃͷݚڀͰࣗવݴޠॲཧΛ ༻͍͍ͯͨ 8FCܥاۀ৽ଔ σʔλαΠΤϯεΤϯδχΞͱͯ͠ɺ ػցֶशͷࣝΛ׆͔ͨ͠ۀΛ ߦ͍ͬͯΔʢࣗવݴޠॲཧʂʣ ࣗݾհ
झຯͰࣗવݴޠॲཧͰ ༡Δఔʹ ͳΓ͍ͨͰ͔͢ʁ ࣮PSݚڀͰ ΰϦΰϦ͏Ϩϕϧʹ ͳΓ͍ͨͰ͔͢ʁ
झຯͰࣗવݴޠॲཧͰ ༡Δఔʹ ͳΓ͍ͨͰ͔͢ʁ ࣮PSݚڀͰ ΰϦΰϦ͏Ϩϕϧʹ ͳΓ͍ͨͰ͔͢ʁ
Agenda ࣗવݴޠॲཧͰͰ͖Δ͜ͱ ࣗવݴޠॲཧͷษڧ๏
Agenda ࣗવݴޠॲཧͰͰ͖Δ͜ͱ ࣗવݴޠॲཧͷษڧ๏
ࣗવݴޠΛίϯϐϡʔλͰॲཧ͢Δ ࣗવݴޠɿਓ͕ؒৗతʹͬͯΔݴޠ ɹɹɹɹɹྫ ຊޠɺӳޠ ੜ·Εͨͱ͖͔Βۙʹ͋ΔࣗવݴޠΛ ίϯϐϡʔλͰॲཧͰ͖Δͬͯ ͳΜ͔ͩͦ͢͝͏ʂ ʜʜͱ࠷ॳࢲࢥ͍·ͨ͠ ࣗવݴޠॲཧͬͯͳʹʁ
ܗଶૉղੳ ܗଶૉʢ୯ޠʣʹ͚ͯࢺผ $ mecab すもももももももものうち すもも 名詞,⼀般,*,*,*,*,すもも,スモモ,スモモ も 助詞,係助詞,*,*,*,*,も,モ,モ もも 名詞,⼀般,*,*,*,*,もも,モモ,モモ も 助詞,係助詞,*,*,*,*,も,モ,モ もも 名詞,⼀般,*,*,*,*,もも,モモ,モモ
の 助詞,連体化,*,*,*,*,の,ノ,ノ うち名詞,⾮⾃⽴,副詞可能,*,*,*,うち,ウチ,ウチ EOS ཁૉٕज़
ߏจղੳ ཁૉٕज़ Wikipedia より
ҙຯղੳ ߏจతᐆດੑ͕͋Δͱ͖ ҙຯղੳ͕ඞཁ ྫ ʮ಄͕͍ڕΛ৯Δೣʯ தଜ໌༟͞Μ !OLNS@BLJ ͷ5XJUUFSΑΓ ཁૉٕज़
จॻྨ จॻΛΧςΰϦ͝ͱʹ͚Δ ࣗಈཁ จষΛࣗಈͰཁ͢Δ ใநग़ ΩʔϫʔυΛநग़͢Δ ྫʣΠϕϯτใநग़ɺใநग़ ෳ߹ٕज़
ෳ߹ٕज़ ػց༁ ใݕࡧ ࣭Ԡ
ෳ߹ٕज़ ධੳ ྫ ϨϏϡʔจ Positive Negative ͜ͷέʔΩ͍ͪ͝ͷ ͕͞ࡍཱͬͯඒຯͰͨ͠ɻ ·ͨߪೖ͍ͨ͠Ͱ͢ɻ ΫϦʔϜ͕͗ͨ͢ɻ
εϙϯδ͕ύαύαͩͬͨɻ
Agenda ࣗવݴޠॲཧͰͰ͖Δ͜ͱ ࣗવݴޠॲཧͷษڧ๏
ࢲPythonΛ༻͍ͯ͠·͢ Python͕ਓؾʂ ϝϦοτ ! εΫϦϓτݴޠͳͷͰ͙͢ʹ࣮ߦͰ͖Δ ! ๛ͳϥΠϒϥϦ ɹ/VNQZ 4DJQZ /-5, 4DJLJUMFBSO ϓϩάϥϛϯάݴޠʁ
͓͢͢Ίڭࡐ
ݴޠॲཧຊϊοΫ http://www.cl.ecei.tohoku.ac.jp/nlp100/
ݴޠॲཧຊϊοΫ ! ౦େͷԬ࡚ઌੜ͕࡞ͨ͠ νϡʔτϦΞϧ ! Pythonͷ࿅शʹͳΔ ! ݴޠॲཧʹඞཁͳ࣮͜͜ͰֶΔ ! GitHubʹίʔυΛ্͛ͯΔͻͱଟ͘ɺ ଞͷਓͷίʔυΛࢀߟʹͰ͖ΔͷͰ ಠֶ͍͢͠
ݴޠॲཧຊϊοΫ
ݴޠॲཧຊϊοΫ GitHubͰ “NLP100knock” ͱ ݕࡧ͢Δ͚ͩͰɺ 86 ϦϙδτϦ ݟ͔ͭΔ ˞20189݄ݱࡏ
ར༻ऀͨ͘͞Μ ͍·͢
/-1ϓϩάϥϛϯάνϡʔτϦΞϧ http://phontron.com/teaching.php
/-1ϓϩάϥϛϯάνϡʔτϦΞϧ http://phontron.com/teaching.php
/-1ϓϩάϥϛϯάνϡʔτϦΞϧ ! ΧʔωΪʔϝϩϯେֶͷ Graham Neubig ઌੜ͕࡞ͨ͠ νϡʔτϦΞϧ ! εϥΠυܗࣜ ! ֤νϡʔτϦΞϧʹԋश͕͋Γɺ ٖࣅίʔυͱߨٛεϥΠυΛࢀߟʹ ࣮͢Δͱཧղ͕ਂ·Δ
! ࣜΑΓίʔυΛݟͨ΄͏͕ ཧղ͍͢͠ਓʹಛʹΦεεϝ
/-1ϓϩάϥϛϯάνϡʔτϦΞϧ ࢿྉɾԋशσʔλ ͔͜͜Β Ұׅμϯϩʔυʂ https://github.com/neubig/nlptutorial
ͱΓ͋͑ͣ ͜͜·Ͱษڧ͢Ε ͍͍͔ͳʁ
ͬͱͬͱ ษڧͨ͘͠ͳͬͨΒ
झຯͰࣗવݴޠॲཧͰ ༡Δఔʹ ͳΓ͍ͨͰ͔͢ʁ ࣮PSݚڀͰ ΰϦΰϦ͏Ϩϕϧʹ ͳΓ͍ͨͰ͔͢ʁ
झຯͰࣗવݴޠॲཧͰ ༡Δఔʹ ͳΓ͍ͨͰ͔͢ʁ ࣮PSݚڀͰ ΰϦΰϦ͏Ϩϕϧʹ ͳΓ͍ͨͰ͔͢ʁ
ࣗવݴޠॲཧΛಠश͍ͨ͠ਓͷͨΊʹ http://cl.sd.tmu.ac.jp/prospective/prerequisite
ࣗવݴޠॲཧΛಠश͍ͨ͠ਓͷͨΊʹ टେֶ౦ژͷখொઌੜ͕ ! ֶ ! ӳޠ ! ϓϩάϥϛϯά ! ػցֶश ! ࣗવݴޠॲཧ ͷษڧͷํʹ͍ͭͯ ·ͱΊ͍ͯΔϖʔδ
ࣗવݴޠॲཧΛಠश͍ͨ͠ਓͷͨΊʹ ࠓճॳ৺ऀ͚ͷߨٛͳͷͰ հ͚ͩʹͱͲΊ͓͖ͯ·͕͢ Կͷษڧ͕ඞཁͰ Ͳ͏ษڧ͖͔͢ ஸೡʹΘ͔Γ͘͢·ͱ·͍ͬͯΔͷͰ ੋඇ͝ཡʹͳͬͯ΄͍͠Ͱ͢ʂ
&OKPZ 4UVEZJOH /-1