Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
マイクロソフト発の麻雀AIの論文「Suphx: Mastering Mahjong with ...
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
lyakaap
February 25, 2025
60
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
マイクロソフト発の麻雀AIの論文「Suphx: Mastering Mahjong with Deep Reinforcement Learning」 について
マイクロソフト発の麻雀AIの論文「Suphx: Mastering Mahjong with Deep Reinforcement Learning」 についての解説
lyakaap
February 25, 2025
More Decks by lyakaap
See All by lyakaap
大規模画像テキストデータのフィルタリング手法の紹介
lyakaap
7
1.9k
Multi-view 3D Human Pose Estimationの最近の動向
lyakaap
2
4.6k
Shopee - 2nd Place Solutionと上位解法まとめ
lyakaap
0
1.2k
Kaggle Carvanaコンペでの取り組み
lyakaap
1
6.3k
Featured
See All Featured
[RailsConf 2023] Rails as a piece of cake
palkan
59
7k
The Organizational Zoo: Understanding Human Behavior Agility Through Metaphoric Constructive Conversations (based on the works of Arthur Shelley, Ph.D)
kimpetersen
PRO
0
450
Abbi's Birthday
coloredviolet
4
10k
Facilitating Awesome Meetings
lara
57
7.1k
Performance Is Good for Brains [We Love Speed 2024]
tammyeverts
12
1.8k
Creating an realtime collaboration tool: Agile Flush - .NET Oxford
marcduiker
35
2.6k
Easily Structure & Communicate Ideas using Wireframe
afnizarnur
194
17k
Building a A Zero-Code AI SEO Workflow
portentint
PRO
0
720
Exploring anti-patterns in Rails
aemeredith
4
510
Embracing the Ebb and Flow
colly
88
5.2k
Agile Leadership in an Agile Organization
kimpetersen
PRO
0
230
30 Presentation Tips
portentint
PRO
1
400
Transcript
剑䓼ך띾ꦾ"*չ4VQIYպך鍑铡 埆㽵 ⥜䎂 !MZBLBBQ
כׄח • 4VQIY.BTUFSJOH.BIKPOHXJUI%FFQ3FJOGPSDFNFOU-FBSOJOH IUUQTBSYJWPSHBCT 铣ךד鍑铡׃תׅ • و؎ؙٗاؿزך灇瑔ث٦يח״锷俑 • طحز띾ꦾ٦ي㣓뒉ד띾ꦾ"*ⴱך⼧媮麦䧭♳⡘ •
띾ꦾךٕ٦ٕח鑫׃ֻזֻג椚鍑דֹ״ֲחծ䪮遭涸ז銲稆ח ꅾֹ縧ְ鍑铡חזַה䙼תׅ
䲿
띾ꦾחאְג • ⴓ겲♳כչ㢳➂侧♶㸣Ⰻ䞔㜠٦يպ • فٖ؎َ٦ַ鋅ִגְזְ䞔㜠ָ֮٦ي • ه٦ؕ٦ֿ • ٕ٦ָٕ醱꧟ •
麊ך銲稆ַָז窃 • 䓼ְ䓲ְך鐰⣣ָ㣐㢌
띾ꦾךٕ٦ٕ馄ֻׂ • 㔊➂ד挿侧㤽ְさֲ • ٦ي穄✪儗ך䭯挿ָ넝ְ➂קו♳ך갫⡘ח • 醱侧ךٓؐٝس㽷הㄎלָ֮ • ٓؐٝس׀הח挿侧ך㟓幾ָ涪欰
• 窩さׇػؤٕ♳䩛חװה⸇挿 https://tenhou.net/
4VQIYך嚊銲
䩛岀ך銲秈 • 醱侧ך殴鴥صُ٦ٕٓطحزٙ٦ؙ$//欽ְ • 㷕统ך崧 ➂ךفٖ؎ر٦ة⢪ג侄䌌֮㷕统 ̔荈䊹㼎䨌ח״䓼⻉㷕统דׁח䓼ֻ •
ئַٗ䓼⻉㷕统ׅ״㷕统ָ㸜㹀 • 䓼⻉㷕统ח띾ꦾךسً؎ٝ暴䚍ח䘔ׄ䊨㣗⸇ִ
4VQIYך⚥魦
4VQIYך⚥魦 • 띾ꦾך⚺銲ז،ؙءّٝ䰍ג晤鼅䫛٥هٝ٥ث٦٥ؕٝ٥ٔ٦ث • ך،ؙءّٝⴻ倖䬐䔲ׅ杝甧׃$//ٌرٕא • ٌرٕ圓鸡כקר♧筰Ⰵ⸂ך暴䗙ꆀָ蕯䎁殯ז • Ⰵ⸂湍ך朐䡾 •
⳿⸂չ֮،ؙءّٝ《ַやַպ 䰍ג晤 هٝ ث٦ ؕٝ ٔ٦ث 湍 ؒٝ؝٦س Ⰵ⸂ 4VQIY ⳿⸂
ٌرٕךⰅ⸂暴䗙ꆀ⡲䧭 • 띾ꦾדכչ♲٥㔊٥✿պך״ֲח鸬竲׃侧㶵ך晤䲧ִה㴍׃ְ • 晤ך侧㶵ך鸬竲ꟼ⤘ָ䠐䭯א ̔䩛䭯ך晤זוך湍ך䞔㜠♴㔳ך״ֲחؒٝ؝٦س 䩛䭯ך晤 ♧卐⟃♳䨽䭯 ✳卐⟃♳䨽䭯
♲卐⟃♳䨽䭯 㔊卐⟃♳䨽䭯
ٌرٕךⰅ⸂暴䗙ꆀ⡲䧭 䩛䭯ך晤 ♧卐⟃♳䨽䭯 ✳卐⟃♳䨽䭯 ♲卐⟃♳䨽䭯 㔊卐⟃♳䨽䭯 ך殴鴥 • ٌرٕך鎘皾儗חכ♴㔳ך״ֲח殴鴥ת˟
˟ז簚倯ぢ罋䣁׃殴鴥ח׃זַךַכ♶僇
➭ך暴䗙ꆀ • 뒊ַגְ晤 • سٓ • 䰍ג晤 • 䭯挿 •
• MPPLBIFBEGFBUVSF如ل٦آד铡僇 ˟ 暴䗙ꆀך侧כⰋ鿇ד_⦐玎䏝
暴䗙ꆀ-PPLBIFBEGFBUVSF • ֮䩛䭯ך晤❛䳔׃הֹח וךְּך挿侧וךְּך然桦ד栻䖤דֲַֹ • ⢽匌䰍ג㜥さծ挿ծ挿ד،ֲؖ • 2וֲװג鎘皾ׅך • "ֲ֮،ؖٔךػة٦ٝ帾ׁ⮚⯓䱱稊ד実
• 㼎䨌湱䩛ך遤⹛כ搀鋔׃גծ荈ⴓך䩛䭯ך晤ֽ罋䣁 ،ؖ䩛㸣䧭ׇֿׁהד挿侧栻䖤ׅ遤捀
4VQIYךٌرٕ圓鸡 䰍ג晤鼅䫛ٌرٕ هٝ٥ث٦٥ؕٝ٥ٔ٦ثٌرٕ https://dmv.nico/ja/articles/mahjong_ai_naga/ PS
㷕统،ٕ؞ٔؤي
㷕统ך崧 ➂ךفٖ؎ر٦ة⢪ג侄䌌֮㷕统 • 暴ח㢌ֿהכ׃גְזְךדⶴ䠥 ̔荈䊹㼎䨌ח״䓼⻉㷕统דׁח䓼ֻ • %JTUSJCVUFE3FJOGPSDFNFOU-FBSOJOH •
1PMJDZHSBEJFOU • *NQPSUBODFTBNQMJOH • &OUSPQZSFHVMBSJ[BUJPO • (MPCBM3FXBSE1SFEJDUJPO • 0SBDMF(VJEJOH • 1BSBNFUSJD.POUF$BSMP1PMJDZ"EBQUBUJPOֿ搀׃ד⼧媮זג
• %JTUSJCVUFE3FJOGPSDFNFOU-FBSOJOH • 1PMJDZHSBEJFOU • *NQPSUBODFTBNQMJOH • &OUSPQZSFHVMBSJ[BUJPO • (MPCBM3FXBSE1SFEJDUJPO
• 0SBDMF(VJEJOH
%JTUSJCVUFE3FJOGPSDFNFOU-FBSOJOHⴓ侔ءأذيך嚊銲 • 4FMGQMBZXPSLFST • ٦يךءىُٖ٦ة٦$16؟٦غ٦ • 䱿锷ؒٝآٝ(16؟٦غ٦ • 1BSBNFUFSTFSWFS •
剑倜ך倯瘻ٌرٕךػًٓ٦ة • 麓ךٔفٖ؎غحؿ؋
%JTUSJCVUFE3FJOGPSDFNFOU-FBSOJOH倯瘻ך栻䖤 • 倯瘻⺟ꂁ岀ك٦أ • ꅾ挿؟ٝفؚٔٝהؒٝزٗؾ٦姻⻉遤ֲֿהד㷕统⤛鹌 麓ח֮ת䱱稊׃גְזְהֿ ⮚⯓׃ג䱱稊ׅ״ֲחׅ ٌثك٦ءّٝ倯瘻חְְ䠬ׄךغٓ ٝأךٓٝتي䚍䭯ְׇ
ؒٝزٗؾ٦ָ㼭ֺׁׅ ̔寸ת遤⹛׃ַ《זֻזךד㽷 䨽鍑חכתג׃תֲ ؒٝزٗؾ٦ָ㣐ֹֺׅ ̔⽃秪ח㷕统ָ㸜㹀׃זְ ꅾ挿؟ٝفؚٔٝ ؒٝزٗؾ٦姻⻉
%JTUSJCVUFE3FJOGPSDFNFOU-FBSOJOHؔؿٓ؎ٝ鐰⣣ • 䓼⻉㷕统ח״גչ侄䌌֮㷕统ךպךהֹ״䓼ֻז • ˟㸜㹀媮⡘䓼ׁ邌ׅ䭷垥דծ넝ְקו䓼ְ 侄䌌֮㷕统ך 㸜㹀媮⡘ 䓼⻉㷕统
• %JTUSJCVUFE3FJOGPSDFNFOU-FBSOJOH • 1PMJDZHSBEJFOU • *NQPSUBODFTBNQMJOH • &OUSPQZSFHVMBSJ[BUJPO • (MPCBM3FXBSE1SFEJDUJPO
• 0SBDMF(VJEJOH
(MPCBM3FXBSE1SFEJDUJPOٌثك٦ءّٝ • 띾ꦾךٕ٦ٕ_ٓؐٝس㽷嶊⻉䖓ך剑穄أ؝،ד갫⡘寸㹀 • 㣓뒉ך㜥さծ갫⡘ח䘔ׄג㜠ꂹه؎ٝزָ䖤 • ⢽♧⡘ QU ✳⡘ QU
♲⡘QU 㔊⡘QU • 剑穄갫⡘ח״㜠ꂹؿ؍٦سغحؙה׃ג⢪欽׃㜥さ ♳䩛חفٖ؎דֹٓؐٝسהֲדזְٓؐٝس⼒ⴽדֹזְ • ٓؐٝس׀הךأ؝،㟓幾ؿ؍٦سغحؙה׃㜥さ أ؝،幾ׅչ葺ְ،ؙءّٝպָ㶷㖈ׅ˟姻䔲ח،ؙءّٝך葺 ׃䝤׃鐰⣣דֹזְ ̔葺ְ䠬ׄךؿ؍٦سغحָؙדֹזְַ ˟زحف然㹀ׇׁח剑穄ٓؐٝسד佦䠐ח䮶鴥 זו
(MPCBM3FXBSE1SFEJDUJPO • ٓؐٝس׀הח٦يך剑穄涸ז㜠ꂹ鋅琎✮庠ٌرٕ㼪Ⰵ HMPCBMSFXBSEQSFEJDUPS • ٌرٕכ✳㾴ך(36ה.-1ח״ג圓䧭 • 㹋ꥷךفٖ؎ر٦ةהח㷕统 üֿח״ٓؐٝس׀הך㜠ꂹ黝ⴖח鋅琎ֿהָ〳腉 •
植㖈ךٓؐٝسהٓؐٝسך✮庠⦼ך䊴ծ植㖈ךٓؐٝسך 㜠ꂹה׃ג欽ְ
(MPCBM3FXBSE1SFEJDUJPOٌرٕ圓鸡 剑ⴱךٓؐٝسַ植㖈ךٓؐٝسתדך䞔㜠ך禸
(MPCBM3FXBSE1SFEJDUJPOؔؿٓ؎ٝ鐰⣣ • 㷕统חׯה顀柃׃גְֿהָⴓַ 侄䌌֮㷕统ך 㸜㹀媮⡘ 䓼⻉㷕统 䓼⻉㷕统 (MPCBM3FXBSE1SFEJDUJPO
• %JTUSJCVUFE3FJOGPSDFNFOU-FBSOJOH • 1PMJDZHSBEJFOU • *NQPSUBODFTBNQMJOH • &OUSPQZSFHVMBSJ[BUJPO • (MPCBM3FXBSE1SFEJDUJPO
• 0SBDMF(VJEJOH
0SBDMF(VJEJOH • 띾ꦾדכفٖ؎َ٦ָ鋅ֿהָדֹזְ䞔㜠ְָםְ֮ • ָֿؒ٦آؑٝزך㷕统ꨇ׃ֻ׃גְ銲㔓 • ֿד㷕统أؾ٦س鸞חծⰋגך䞔㜠鋅ֿהָ דֹչؙٕؔٓպד㷕统酡⸔ • ♧➂ֽ㸣Ⰻ䞔㜠٦ي朐䡾
• דכؙٕؔٓוֲװגⵃ欽ׅךַ
0SBDMF(VJEJOHؙٕؔٓךⵃ欽倯岀 • ַؙٕؔٓ鋅ִגְ䞔㜠㷕统ך鹌遤ח䘔ׄג媮ղהꦀ׃גְֻ • 剑穄涸חכ鸐䌢ךؒ٦آؑٝزהずׄ朐䡾חז • 襑殅כ♳䩛ֻ遤ַזַ׃ְ Ⰻ鿇鋅ִ 鸐䌢הずׄ
㷕统ך穗麓
0SBDMF(VJEJOHؔؿٓ؎ٝ鐰⣣ • 䗍䊴דכ֮ךך㷕统חׯה顀柃׃גְ 侄䌌֮㷕统ך 㸜㹀媮⡘ 䓼⻉㷕统 䓼⻉㷕统 (MPCBM3FXBSE1SFEJDUJPO 䓼⻉㷕统
(MPCBM3FXBSE1SFEJDUJPO 0SBDMF(VJEJOH
ؔٝٓ؎ٝ鐰⣣
ؔٝٓ؎ٝ鐰⣣ • 㹋ꥷך䚍腉鐰⣣ׅחؔٝٓ؎ٝ띾ꦾ؟؎زך㣓뒉⢪ג 鐰⣣遤 • 穠卓ה׃גכ傀㶷ך띾ꦾ"*ֶ״ן➂ךزحففٖ؎َ٦㣐ֹֻ ♳㔐䚍腉爙׃
ؔٝٓ؎ٝ鐰⣣ • ׁח⼧媮חⵋ麦ծ➂فٖ؎َ٦ך״♳ך㹋⸂爙׃
תה
תה • و؎ؙٗاؿز涪ך띾ꦾ"*չ4VQIYպָ㣓뒉⼧媮麦䧭 • 圫ղז䊨㣗ד㷕统ך㸜㹀⻉װ䚍腉ぢ♳ • 侄䌌֮㷕统̔䓼⻉㷕统 • 䓼⻉㷕统ח띾ꦾךسً؎ٝ暴䚍ח䘔ׄ䊨㣗⸇ִ