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
強化学習の実業務への応用について
Search
kitamuaratomokazu
February 16, 2019
Technology
0
810
強化学習の実業務への応用について
kitamuaratomokazu
February 16, 2019
Tweet
Share
More Decks by kitamuaratomokazu
See All by kitamuaratomokazu
Calling Julia from Python (Julia Time)
kitamuratomokazu
0
94
Calling Julia from Python
kitamuratomokazu
2
750
Other Decks in Technology
See All in Technology
AIエージェントが書くのなら直接CloudFormationを書かせればいいじゃないですか何故AWS CDKを使う必要があるのさ
watany
17
6.3k
Lufthansa ®️ USA Contact Numbers: Complete 2025 Support Guide
lufthanahelpsupport
0
230
60以上のプロダクトを持つ組織における開発者体験向上への取り組み - チームAPIとBackstageで構築する組織の可視化基盤 - / sre next 2025 Efforts to Improve Developer Experience in an Organization with Over 60 Products
vtryo
2
640
United Airlines Customer Service– Call 1-833-341-3142 Now!
airhelp
0
170
Delta airlines®️ USA Contact Numbers: Complete 2025 Support Guide
airtravelguide
0
350
Lakebaseを使ったAIエージェントを実装してみる
kameitomohiro
0
170
公開初日に Gemini CLI を試した話や FFmpeg と組み合わせてみた話など / Gemini CLI 初学者勉強会(#AI道場)
you
PRO
0
900
PO初心者が考えた ”POらしさ”
nb_rady
0
230
SEQUENCE object comparison - db tech showcase 2025 LT2
nori_shinoda
0
270
Enhancing SaaS Product Reliability and Release Velocity through Optimized Testing Approach
ropqa
1
250
伴走から自律へ: 形式知へと導くSREイネーブリングによる プロダクトチームの信頼性オーナーシップ向上 / SRE NEXT 2025
visional_engineering_and_design
2
190
DatabricksにOLTPデータベース『Lakebase』がやってきた!
inoutk
0
150
Featured
See All Featured
Helping Users Find Their Own Way: Creating Modern Search Experiences
danielanewman
29
2.7k
The Pragmatic Product Professional
lauravandoore
35
6.7k
Balancing Empowerment & Direction
lara
1
440
[RailsConf 2023 Opening Keynote] The Magic of Rails
eileencodes
29
9.6k
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
8
700
ReactJS: Keep Simple. Everything can be a component!
pedronauck
667
120k
Unsuck your backbone
ammeep
671
58k
Scaling GitHub
holman
460
140k
Put a Button on it: Removing Barriers to Going Fast.
kastner
60
3.9k
4 Signs Your Business is Dying
shpigford
184
22k
Building a Modern Day E-commerce SEO Strategy
aleyda
42
7.4k
Designing Experiences People Love
moore
142
24k
Transcript
ڧԽֶशͷ࣮ۀͷԠ༻ʹ͍ͭͯ .BUI$PEJOHڧԽֶशΛޠΖ͏ʂ גࣜձࣾεΫϥϜαΠϯɹදऔకɹଜ༑ LJUBNVSB!TDSVNTJHODPN 5JUMF
ଜɹ༑ ࣄɿגࣜձࣾεΫϥϜαΠϯɹ ɹɹػցֶशΞϓϦέʔγϣϯͷઃܭ։ൃ ɹɹσʔλੳνʔϜͷ্ཱͪ͛ࢧԉ ɹɹڧԽֶशͱ֬ϓϩάϥϛϯάʹؔ৺ɻੵۃతʹࣄྫΛ࡞͍ͬͯ·͢ɻ झຯίϛϡχςΟӡӦ .BUI$PEJOHओ࠵ ɹɹߨࢣ͕ڭ͑ΔͷͰͳ͘ɺࢀՃऀಉ͕࢜ޓ͍ʹࣝͱܙΛ࣋ͪدΓ ɹɹڭֶ͍͑͋Ϳʹָ͠͞Λײ͍ͯ͡·͢ɻ
ࣗݾհ
ʢήʔϜͷੈքͰͳ͘ʣ ڧԽֶशΛ࣮ۀͰԠ༻͍ͯͨ͘͠Ίʹ 5PEBZ`T.BJO5IFNF
ֶशϓϩηε ɹ୳ࡧͱར༻ ɹɹࢼߦࡨޡ͠ͳ͕ΒֶͿ͜ͱ͕Ͱ͖Δ͔ʁ Ϛϧίϑܾఆաఔ ɹݱ࣌ͷใ͔Β࣍ͷܾఆΛԼ͢͜ͱ͕Ͱ͖Δ͔ ɹͦͷܾఆʹΑΓ֬తʹ࣍ͷঢ়ଶભҠ͢Δ͔ʁ ڧԽֶशʹ͍͍ͯΔઃఆͷ֬ೝ
ࠓճҩྍؔͷΫϥΠΞϯτΑΓࣄྫఏڙͷڐՄΛ͍͖ͨͩ·ͨ͠ɻ ʢຊࢿྉͷσʔλͯ͢μϛʔͰ͋Γ࣮ࡍͷσʔλͰ͋Γ·ͤΜɻʣ ԼهͷέʔεΛఆͯ͠ڧԽֶशͰղ͍ͯΈ·ͨ͠ɻ ຖඦ໊ͷױऀ͕དྷӃ͠ελοϑʢޢࢣʣ͕࠾݂͍ͯ͠·͢ɻ ױऀʹΑͬͯ࠾݂͍͢͠ਓͱͦ͏Ͱͳ͍ਓ͕͍Δ͜ͱɻ ελοϑਓʹΑͬͯϕςϥϯ͔Β৽ਓ·Ͱٕྔʹ͕ࠩ͋Γ·͢ɻ Ұఆͷׂ߹Ͱɺ࠾݂ʹࣦഊ͠·͢ɻ ࣄྫɿපӃͷ࠾݂
࠾݂ͷࣦഊΛԼ͛ͯױऀͷຬΛ্͍͛ͨɻ ελοϑͷٕྔͷ্ΛਤΓ͍ͨɻ ղ͖͍ͨ՝
૬͢ΔཁٻΛຬͨ͢࠷దͳߦಈબΛڧԽֶशͰֶͿ͜ͱ͕Մೳ ͔ʁ ࣦഊΛԼ͛Δ ɹϕςϥϯελοϑ͕ରԠ͢Δ ٕೳͷ্ΛਤΔ ɹࣗͷٕྔΑΓগ͍͠͠ױऀʹτϥΠ͢Δ ɹࣦഊ͕͕͋Δ (PBMͷઃܭ
ελοϑ͕దͳқͷױऀΛ୲Ͱ͖Δ͜ͱ ߦಈΛ֤ελοϑ͝ͱʹ5SZ͔1BTT͔Λબͤͯͪ͞ߦ ྻͷঢ়گ͓Αͼελοϑͷۭ͖ঢ়گͱࣗͷྗྔʹԠͨ͡5SZ ͱ1BTTΛબͰ͖ΔΑ͏ʹֶश͍ͨ͠ɻ ݱঢ়Ϛωʔδϟʔ͕ܦݧͱצͰߦ͍ͬͯΔΑ͏Ͱ͢ɻ (PBMͷઃܭ
1P$ ֓೦ݕূ ػցֶश͕Ծʹ͏·͘ਐΉͱɺ ৽ਓࣗͷྗྔʹ͋ͬͨױऀΛબผɹࣦഊԼ͕Δ ϕςϥϯελοϑɹқ͕ߴ͍ױऀΛબผࣦഊ্͕Δ ͣʂ (PBMͷઃܭ
ױऀқελοϑٕྔ ਪఆ ֬Ϟσϧ ױऀͱελοϑ Ϛονϯά ҰͭͷϞσϧͰҰʹղ͘ͷ͍͠ͷͰ Λׂ͠·ͨ͠ ڧԽֶश ਪఆͨ͠Λಛྔ ใुͱͯ͠ར༻͢Δ
֬ϞσϧͱڧԽֶशΛ߹Θͤͯղ͍͍ͯ͘ ϞσϦϯάͷํ
ίϛϡχςΟϝϯόʔͱͷσΟεΧογϣϯ ॳ࿈ଓ࣌ؒͷ.%1Λߟ͍͑ͯ ͨɻ3FXBSEױऀͷͪ࣌ؒΛ ϖφϧςΟͱͯ͠༩͑ΔํࣜΛݕ ౼్͍͕ͯͨ͠தͰํసɻ ࢄ࣌ؒͷߦಈͱͯ͠ใु ٕྔɿTLJMMͱױऀࠔɿ EJGpDVMUZͰදݱ
࣮ɿϞσϦϯά ωοτϫʔΫ ɹ%2/ ӅΕʢೖྗ࣍ݩͱಉ͡GVMMDPOOFDUFESFMVʣɹग़ྗ࣍ݩɹMJOFBS ಛྔ ױऀࠔɿ࿈ଓ ελοϑٕྔ࿈ଓ
ελοϑͷۭ͖༧ఆ࣌ؒ࿈ଓ ରԠελοϑPOFIPU ߦಈ ɹUSZQBTT࣍ݩ ใु ޭEJGpDVMUZTLJMM ׂɹௐͣΈ ࣦഊTLJMMEJGpDVMUZ ׂ̌ɹௐͣΈ ͪ࣌ؒͳ͠ͷQBTT ͪ࣌ؒ͋ΓͷQBTTTLJMMEJGpDVMUZ ʢͪ࣌ؒ ͪ࣌ؒͷ࠷େ ؔۙࣅͰɺॳχϡʔϥϧωοτͰͳ͍ͷΛ࣮͠Α͏ͱ͕ͨ͠χϡʔϥϧωοτͷํָ͕ʹ࣮Ͱ͖ΔͷͰ ࣌ؒͷؔͰ%2/Ͱ࣮͢Δɻ
ֶशͷਪҠϥϯμϜʹߦಈબ
ֶशͷਪҠϥϯμϜʹߦಈબ
ֶशͷਪҠ%2/ͰͲ͏͔ʁ
ֶशͷਪҠ%2/ ֶशͷ݁Ռɹϕςϥϯʹ1BTT͢Δ͜ͱΛ֮͑ͨɻ
ϞσϦϯάͷݟ͠ ωοτϫʔΫ ɹ%2/ ೖྗ̍̎࣍ݩɹӅΕʢ࣍ݩGVMMDPOOFDUFESFMVʣɹग़ྗ࣍ݩɹMJOFBS MPTTGVODUJPONTF PQUJNJ[FS"EBN ɹMFBSOJOHSBUF ಛྔ ױऀࠔɿ࿈ଓ
ελοϑٕྔ࿈ଓ ελοϑͷۭ͖ঢ়گPOFIPU ରԠελοϑPOFIPU ߦಈ ɹUSZQBTTͷೋ ใु ޭ ࣦഊ ͪ࣌ؒͳ͠ͷQBTT ͪ࣌ؒ͋ΓͷQBTT ɹTUFQޙ·ͰΛߟྀͨ͠ใुͰֶश ʣใुؔͱಛϕΫτϧΛݟͨ͠ΓMFBSOJOHSBUFΛখͨ͘͞͠Γͨ͠ɻ
ֶशͷਪҠ%2/Ϟσϧͱใुؔݟ͠
ֶशͷਪҠ%2/Ϟσϧͱใुؔݟ͠ ࣗͷ࣮ྗʹԠͨ͡ױऀΛબΜͰ5SZ͢ΔΑ͏ʹͳͬͨɻ ͔͜͜Β͞ΒʹϒϥογϡΞοϓ͍͖ͯ͠·͢ɻ
ڧԽֶशͷָ͠͞ ͏·͍͔͘ͳ͍࣌ɺ"HFOUͷؾ࣋ͪΛߟ͑ͨΓ͢Δɻ ใुʹΑͬͯڍಈ͕͝Ζͬͱ͔ΘΔ ڧԽֶशʹ͍ͭͯͷจ͕ʑ͍͍͢͝Ͱൃද͞Ε͍ͯΔɻ ใुؔઃܭγϡϛϨʔλ࡞ɺֶशϞσϧͳͲߟ͑Δ͜ ͱ͕ଟ͘ΫϥΠΞϯτνʔϜϝϯόʔͱͷΓͱΓͳͲɺ େม͕ͩઃܭϓϩηεָ͕͍͠ɻ
͍֓͠೦ٕज़ɺγϯϓϧͳྫͰ֬ೝͨ͠Γϝϯόʔ͕ର͢Δ͜ͱͰຊ࣭తͳཧղ ΛಘΒΕΔͱߟ͑·͢ɻຊάϧʔϓɺͦͷΑ͏ͳ͜ͱ͕Ͱ͖ΔΑ͏ͳίϛϡχςΟͱͳ Δ͜ͱΛࢦͯ͠ӡӦ͍ͯ͠·͢ɻڵຯ͕͋Δํͥͻ͝ࢀՃ͍ͩ͘͞ɻ IUUQTNBUIDPEJOHDPOOQBTTDPN .BUI$PEJOHͷհ
͝੩ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠ɻ -BTU