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
kabayan55
September 29, 2018
Programming
0
320
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
Tweet
Share
More Decks by kabayan55
See All by kabayan55
My favorite tool 2019
kabayan55
2
1.6k
Escalators are Awesome
kabayan55
2
1.5k
How to start studying NLP 02
kabayan55
7
5.2k
Other Decks in Programming
See All in Programming
RuboCop: Modularity and AST Insights
koic
2
2.4k
KANNA Android の技術的課題と取り組み
watabee
0
180
The Implementations of Advanced LR Parser Algorithm
junk0612
1
1.3k
Laravel × Clean Architecture
bumptakayuki
PRO
0
130
Ruby on Railroad: The Power of Visualizing CFG
ydah
0
290
プロダクトエンジニアのしごと 〜 受託 × 高難度を乗り越えるOptium開発 〜
algoartis
0
150
複雑なフォームの jotai 設計 / Designing jotai(state) for Complex Forms #layerx_frontend
izumin5210
6
1.5k
20250426 GDGoC 合同新歓 - GDGoC のススメ
getty708
0
110
The Nature of Complexity in John Ousterhout’s Philosophy of Software Design
philipschwarz
PRO
0
160
2025-04-25 GitHub Copilot Agent ライブデモ(スクリプト)
goataka
0
100
State of Namespace
tagomoris
5
2.4k
エンジニア向けCursor勉強会 @ SmartHR
yukisnow1823
3
12k
Featured
See All Featured
Become a Pro
speakerdeck
PRO
28
5.3k
Raft: Consensus for Rubyists
vanstee
137
6.9k
Designing for Performance
lara
608
69k
Fireside Chat
paigeccino
37
3.4k
ReactJS: Keep Simple. Everything can be a component!
pedronauck
667
120k
The Pragmatic Product Professional
lauravandoore
33
6.6k
Art, The Web, and Tiny UX
lynnandtonic
298
20k
The Art of Delivering Value - GDevCon NA Keynote
reverentgeek
14
1.4k
GraphQLの誤解/rethinking-graphql
sonatard
71
10k
[RailsConf 2023] Rails as a piece of cake
palkan
54
5.5k
Fight the Zombie Pattern Library - RWD Summit 2016
marcelosomers
233
17k
Understanding Cognitive Biases in Performance Measurement
bluesmoon
29
1.7k
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