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
Black Hatで話題になったGyoiThonを使ってみた!
Search
Yuki Saito
November 09, 2018
Technology
1
1.4k
Black Hatで話題になったGyoiThonを使ってみた!
Gyoithonについて記載した。
Yuki Saito
November 09, 2018
Tweet
Share
More Decks by Yuki Saito
See All by Yuki Saito
Spectreについて
saiyuki1919
2
1.8k
私の大好きなFormat String Attack
saiyuki1919
2
950
Other Decks in Technology
See All in Technology
Amazon ECS & AWS Fargate 運用アーキテクチャ2025 / Amazon ECS and AWS Fargate Ops Architecture 2025
iselegant
16
4.6k
Amplifyとゼロからはじめた AIコーディング 成果と展望
mkdev10
1
360
本部長の代わりに提案書レビュー! KDDI営業が毎日使うAIエージェント「A-BOSS」開発秘話
minorun365
PRO
14
2.3k
Azure AI Foundryでマルチエージェントワークフロー
seosoft
0
150
AIエージェントの継続的改善のためオブザーバビリティ
pharma_x_tech
6
1.4k
強化されたAmazon Location Serviceによる新機能と開発者体験
dayjournal
2
160
Snowflake Summit 2025 データエンジニアリング関連新機能紹介 / Snowflake Summit 2025 What's New about Data Engineering
tiltmax3
0
230
VCpp Link and Library - C++ breaktime 2025 Summer
harukasao
0
220
【TiDB GAME DAY 2025】Shadowverse: Worlds Beyond にみる TiDB 活用術
cygames
0
880
Prox Industries株式会社 会社紹介資料
proxindustries
0
210
CI/CDとタスク共有で加速するVibe Coding
tnbe21
0
230
本当に使える?AutoUpgrade の新機能を実践検証してみた
oracle4engineer
PRO
1
120
Featured
See All Featured
CoffeeScript is Beautiful & I Never Want to Write Plain JavaScript Again
sstephenson
161
15k
Helping Users Find Their Own Way: Creating Modern Search Experiences
danielanewman
29
2.7k
The Cost Of JavaScript in 2023
addyosmani
51
8.4k
How to Ace a Technical Interview
jacobian
277
23k
Keith and Marios Guide to Fast Websites
keithpitt
411
22k
Bootstrapping a Software Product
garrettdimon
PRO
307
110k
I Don’t Have Time: Getting Over the Fear to Launch Your Podcast
jcasabona
32
2.3k
GraphQLの誤解/rethinking-graphql
sonatard
71
11k
Making the Leap to Tech Lead
cromwellryan
134
9.3k
BBQ
matthewcrist
89
9.7k
"I'm Feeling Lucky" - Building Great Search Experiences for Today's Users (#IAC19)
danielanewman
228
22k
What’s in a name? Adding method to the madness
productmarketing
PRO
22
3.5k
Transcript
#MBDL)BUͰʹͳͬͨ (ZPJ5IPOΛͬͯΈͨʂ 2018/11/10 ͢ΈͩηΩϡϦςΟษڧձ @saiyuki1919
࣍ #MBDL)BU4FTTJPOT (ZPJ5IPOͱ (ZPJ5IPOͷΈ (ZPJ5IPO࣮ߦ
ͬͯΈ͍͚ͨͲɻɻɹ ·ͱΊ ʲ൪֎ฤᶃʳ%FFQ&YQMPJUʹ͍ͭͯ ʲ൪֎ฤᶄʳ"EWFSTBSJ3PCVTUOFTT5PPMCPYʹ͍ͭͯ
#MBDL)BU4FTTJPOT ࢀߟจݙɿ IUUQTXXXCMBDLIBUDPNVTBSTFOBMTDIFEVMF
ؾʹͳͬͨηογϣϯ w (ZPJ5IPO "4*" .BDIJOF-FBSOJOHΛར༻ͨ͠ϖωτϨʔγϣϯπʔϧ w %FFQ&YQMPJU 64"
.FUBTQMPJUΛར༻ͨ͠શࣗಈԽ͞Εͨ৵ೖςετπʔϧ w "EWFSTBSJ3PCVTUOFTT5PPMCPY 64" ڴҖʹؔ͢ΔσʔλΛه͢Δͱͱʹɺݱ࣮ੈքʹ͓͚Δ"*ʹ͚࣮ͨ༻ తͳӴγεςϜΛ։ൃɺੑೳධՁɺಋೖʹ͍ͭͯ։ൃऀΛࢧԉ͢Δπʔϧ
(ZPJ5IPO .BTBGVNJ.BTVZB IUUQTUXJUUFSDPNHZPJ[BNVSBJ *TBP5BLBFTV IUUQTUXJUUFSDPNCCS@CCR w #MBDL)BU"STFOBM"TJBͷग़లʢ(ZPJ5IPOʣ IUUQTXXXNCTEKQCMPHIUNM
w #MBDL)BU64"%&'$0/ͷొஃ IUUQTXXXNCTEKQCMPHIUNM IUUQTHJUIVCDPNHZPJTBNVSBJ(ZPJ5IPO
(ZPJ5IPOͱ (ZPJ5IPOɺᶃֶशσʔλʹج͍ͮͯɺ8FCαʔόʢ04ɺϛυϧΣΞɺϑϨʔ ϜϫʔΫɺ$.4ͳͲʣʹΠϯετʔϧ͞Ε͍ͯΔιϑτΣΞΛಛఆ͠·͢ɻ ͦͷޙɺᶄ.FUBTQMPJUΛ༻ͯࣝ͠ผ͞ΕͨιϑτΣΞʹରͯ͠༗ޮͳΤΫε ϓϩΠτΛ࣮ߦ͠·͢ɻ࠷ޙʹɺᶅεΩϟϯ݁ՌͷϨϙʔτΛੜ͠·͢ɻ (ZPJ5IPO্هͷॲཧΛࣗಈ࣮ߦ͠·͢ɻ
(ZPJ5IPOͷΈͱ ᶃػցֶशʹΑΔιϑτΣΞͷಛఆ φΠʔϒϕΠζΛ༻͍ͯɺιϑτΣΞ͝ͱͷཁૉ &UBHɺ$PPLJFɺಛఆͷ )5.-λάɺόʔδϣϯใͳͲ ΛΈ߹ΘͤͯιϑτΣΞΛಛఆ͠·͢ɻ ྫɿ&UBHϔομʔFEDGD ྫɿ4FU$PPLJF GFCEFFBCFDFFCBDEGDBCG ྫɿಛఆͷจࣈྻɿTDSJQUTSDDPSFNJTDESVQBMKT
W
(ZPJ5IPOͷΈͱ ᶄ.FUBTQMPJUΛ༻ͯ͠߈ܸ (ZPJ5IPOɺ.FUBTQMPJUΛ༻ͯࣝ͠ผ͞ΕͨιϑτΣΞʹରԠͯ͠Τ ΫεϓϩΠτΛ࣮ߦ͠ɺͦͷιϑτΣΞ͕͜ͷ੬ऑੑͷӨڹΛड͚Δ͔Ͳ ͏͔ΛνΣοΫ͠·͢ɻ Ҿ༻ɿIUUQTHJUIVCDPNHZPJTBNVSBJ(ZPJ5IPO
(ZPJ5IPOͷΈͱ ᶅεΩϟϯϨϙʔτͷ࡞ (ZPJ5IPOɺ੬ऑੑΛཁͨ͠ϨϙʔτΛIUNMͰੜ͠·͢ɻ Ҿ༻ɿIUUQTHJUIVCDPNHZPJTBNVSBJ(ZPJ5IPO
Let’s play GyoiThon
ڥ ʲ7JDUJNڥʳ ɾ-JOVY 6CVOUV ɾ"QBDIF)551%4FSWFS ɾ.Z42-
ɾ1)1 ʲ"UUBDLFSڥʳ ɾ,MJ-JOVY ɾϝϞϦ( ɾϋʔυσΟεΫ(
.FUBTQMPJU31$αʔόʔͷىಈ .FUBTQMPJUίϯιʔϧʹͯɺҎԼͷ31$αʔόΛཱͯΔ ྫɿ NTGMPBENTHSQD4FSWFS)PTU4FSWFS1PSU6TFSUFTU1BTTUFTU NTHSQDͷઃఆ આ໌ 4FSWFS)PTU
.FUBTQMPJU31$Λىಈͨ͠αʔό*1 4FSWFS1PSU .FUBTQMPJU31$Λىಈͨ͠αʔό1PSU 6TFS ೝূͰ༻͢ΔϢʔβ໊ 1BTT ೝূͰ༻͢Δύεϫʔυ
(ZPJ5IPOͷॳظઃఆ ʲDMBTTJpFSHZPJUIPODPOpHJOJʳ <(ZPJ&YQMPJU> TFSWFS@IPTU31$4FSWFS)PTU TFSWFS@QPSU31$4FSWFS1PSU NTHSQD@VTFS31$6TFS NTHSQD@QBTT31$QBTT UJNFPVU -)045߈ܸଆͷ*1 -1035߈ܸଆͷ1PSU
EBUB@QBUIEBUB XBJU@GPS@CBOOFS ʲIPTUUYUʳ 7JDUJN)PTU7JDUJN1PSU1BUI ྫɿ UJLJXJLJ PTDPNNFSDFDBUBMPH
(ZPJ5IPO࣮ߦ QZUIPOHZPJUIPOQZ
࣮ߦ݁Ռ
ͬͯΈ͍͚ͨͲɻɻ (ZPJ5IPOͷ͓͔͛ͰϖωτϨʔγϣϯςετָ͕ʹͳΔʂ ϓϩμΫτใΛऩूˠͲ͏͍͏߈ܸ͕༗ޮ͔Λ"OBMZ[Fˠ.FUBTQMJPJUͰ&YQMPJU࣮ࢪ ͰɺΫϥυͬͯΔΜ͚ͩͲͰ͖Δͷɾɾʁ ΫϥυڥͰϖωτϨʔγϣϯςετͰ͖·͢ʂ ͩͨɺ͓࡞๏͕͋Γ·͢ɻ ඞͣΫϥυࣄۀऀʹ֬ೝΛऔΓ·͠ΐ͏ʂਃ͕ඞཁͳ߹͕͋Γ·͢ ৄͪ͘͜͠ΒɿIUUQUJHFST[LIBUFOBCMPHDPNFOUSZ
ͱ͍͏खॱ͕ෆཁ
൪֎ฤ
ʲ൪֎ฤᶃʳ%FFQ&YQMPJUʹ͍ͭͯ .FUBTQMPJUͱػցֶशΛ࿈ܞͤ͞ɺରϗετʹର͢Δ୳ࡧߦҝ͔Β৵ೖ·ͰΛࣗ ಈతʹ࣮ߦ͢Δಠࣗͷݕূπʔϧʮ%FFQ&YQMPJU CFUB ʯ ֶशʹɺ"TZODISPOPVT"EWBOUBHF"DUPS$SJUJDʢ"$ʣͱݺΕΔϞσϧΛ ར༻ͯ͠ɺϚϧνΤʔδΣϯτͰࢄֶश͢Δ͜ͱͰֶश࣌ؒͷେ෯ͳߴԽΛ࣮ ݱ͠·͢ɻ 04छผɺϙʔτ൪߸ɺϓϩτίϧछผɺ໊শɺόʔδϣϯɺ
&YQMPJUϞδϡʔϧͷछྨɺ&YQMPJUUBSHFU &YQMPJUBUJPO͕ޭ͢Δ͕֬࠷ߴ͍ ʮ&YQMPJUϞδϡʔϧ1BZMPBE5BSHFUʯͷΈ߹ΘͤͰ&YQMPJUΛ࣮ߦ͠·͢ɻ
ʲ൪֎ฤᶄʳ"EWFSTBSJBM3PCVTUOFTT5PPMCPYʹ͍ͭͯ '(4.߈ܸɿը૾ಈըɺԻʹର͠ਓ͕ؾ͔ͮͳ͍ఔͷ͔ᷮͳมߋΛՃ͑Δ ͚ͩͰɺ$//ʹΑΔը૾ೝࣝΛେ͖͘ޡಈ࡞ͤ͞Δ߈ܸ "35 "EWFSTBSJ3PCVTUOFTT5PPMCPY ɺը૾ೝࣝྨثΛ߈ܸ͢ΔϥΠϒϥ ϦFGSM߈ܸ͔ΒकΔͨΊͷϥΠϒϥϦؚ͕·Ε͍ͯΔɻ GIT: https://github.com/IBM/adversarial-robustness-toolbox
ࢀߟจݙ w (ZPJ5IPO(JU)VC IUUQTHJUIVCDPNHZPJTBNVSBJ(ZPJ5IPOUSFFDDFGBEEGE⒎CBCFEEE w (ZPJ5IPOEFNP IUUQTXXXZPVUVCFDPNXBUDI WKNJF;0&X w ΫϥυαʔϏεΛ੬ऑੑஅ͢Δ࣌ͷ͓࡞๏
IUUQUJHFST[LIBUFOBCMPHDPNFOUSZ w "4*"γϯΨϙʔϧ IUUQTBTJBCSJFpOHTDGQCMBDLIBUDPN w 64"ϥεϕΨε IUUQTXXXCMBDLIBUDPNVT w &6301&ϩϯυϯ IUUQTXXXCMBDLIBUDPNFV
ࢀߟจݙ ɾ*#.ɺ"*γεςϜΛอޢ͢ΔΦʔϓϯιʔεϥΠϒϥϦ ʮ"EWFSTBSJBM3PCVTUOFTT5PPMCPYʯ IUUQTKBQBO[EOFUDPNBSUJDMF ɾBEWFSTBSJBMSPCVTUOFTTUPPMCPY IUUQTHJUIVCDPN*#.BEWFSTBSJBMSPCVTUOFTTUPPMCPY