RG WIP 2017_08_02

ػցֶशʹΑΔϚϧ΢ΣΞݕ஌ʹ޲͚ͨ ಛ௃நग़ͱσʔλ੔ܗ *4$#ZVNF ਌OPNB IBCBLBO 3(य़ֶظ8*1࠷ऴൃද

ݚڀ֓ཁ • Ϛϧ΢ΣΞݕ஌ͷਫ਼౓͕มಈ͢Δཁૉ • ಛ௃ྔ • ಛ௃நग़ͷํ๏ • ػցֶशΞϧΰϦζϜ •
ΞϧΰϦζϜ͝ͱʹͲͷΑ͏ͳਫ਼౓ͷҧ͍͕ग़Δͷ͔ʁ • ੩తղੳͷΈΛߦ͏ 2 ෳ਺ͷػցֶशΞϧΰϦζϜΛ༻͍ͯ Ϛϧ΢ΣΞݕ஌ਫ਼౓ͷҧ͍ΛධՁ͢Δ

3 എܠ

ݱঢ় 4 [ະ஌Ϛϧ΢ΣΞͷݕମ਺] [Ϛϧ΢ΣΞײછͷݕ஌਺] ʮ׭ຽ࿈ܞϓϩδΣΫτACTIVE Ϛϧ΢ΣΞ࠷৽ϨϙʔτʯURL<http://www.active.go.jp/active/data/>ΑΓ ໿100ഒ

ղܾ͢Δ΂͖՝୊ • ݱࡏɿײછʹؾ͕͍͔ͭͯΒඃ֐͕֦େ͠ͳ͍Α͏ʹରॲʢΠϯγσϯτϨεϙϯεʣ ͍ͯ͠Δ • ײછʹؾ͕͔ͭͣʹΠϯγσϯτϨεϙϯε͕஗ΕΔ͜ͱ΋͋Δ ʢաڈʹେྔͷݸਓ৘ใ͕ྲྀग़ͨ͠ࣄྫ͋Γʣ • ʮϚϧ΢ΣΞʹײછ͠ͳ͍ͨΊͷ༗ޮͳରࡦʯ͸औΒΕ͍ͯͳ͍ ɹɹɹʮײછ͔ͯ͠ΒʯରॲΛ͢Δͱ͍͏ํ਑
ɹɹɹˠϚϧ΢ΣΞʹײછ͢Δલʹݕ஌͍ͨ͠ 5 ʮϚϧ΢ΣΞײછ͕൑໌͔ͯ͠Βରॲʯͱ͍͏ݱঢ়

ղܾख๏ ػցֶशΛಋೖ͢Δͱʜ w ະ஌ͷϚϧ΢ΣΞΛࣝผ͢Δ͜ͱ͕ՄೳʹͳΔ w Ϛϧ΢ΣΞײછલ͔Βਝ଎ʹରԠͰ͖ΔΑ͏ʹͳΔ 6 Ϛϧ΢ΣΞݕ஌ʹػցֶशΛ༻͍Δ

7 ػցֶशͱ͸

ػցֶशͱ͸ 8 ίϯϐϡʔλʹେྔͷσʔλΛֶशͤ͞ ύλʔϯΛݟ͚ͭग़͢͜ͱ αϯϓϧσʔλ ಛ௃நग़ ಛ௃ྔ ֤छػցֶश ΞϧΰϦζϜ ʻਤɿػցֶशͷྲྀΕʼ
Ұఆ਺Ҏ্ͷσʔλ͕ඞཁ σʔλ͕࣋ͭಛ௃Λද͢ϕΫτϧ ͲͷΑ͏ͳنଇ͕͋Δ͔Λௐ΂Δ etc… σʔλ ม׵

ػցֶशͷ෼ྨ 9 ෼ྨ ڭࢣ͋Γֶश ڭࢣͳֶ͠श ڧԽֶश ֶशํ๏ (༩͑ΒΕΔ ΋ͷ) •
σʔλ • ਖ਼ղ ϥϕϧ • σʔλ • ෆ׬શͳ౴͑ ֶश݁Ռ • ະ஌ͷσʔλ ʹରͯ͠༧ଌ Λߦ͏ • ະ஌ͷσʔλ ͔ΒنଇੑΛ ൃݟ͢Δ • σʔλ͔Β ࠷దղΛൃݟ͢ Δ

ػցֶशͷԠ༻෼໺ 10 Ԡ༻෼໺ ෼ྨ ŞŽţŦžƃŞƄ ճؼ ࣍ݩ࡟ݮ ॲཧ಺༰ • ༩͑ΒΕͨ
σʔλʹɹ ϥϕϧΛɹ ͚ͭͯ෼ྨ • ஋ͷྨࣅੑ Λݩʹάϧ ʔϓ෼͚ • աڈͷσʔλ Λݩʹকདྷͷɹ ਺஋Λ༧ଌ • σʔλͷɹ ಛ௃Λҡ࣋ ͭͭ࣍͠ݩ ΛԼ͛Δ ׆༻ྫ • ໎࿭ϝʔϧ ͷ෼ྨ • खॻ͖จࣈ ͷೝࣝ • ޿ࠂͷɹɹ ͓͢͢Ίɹ ػೳ • גՁมಈ • ൢച༧ଌ • ܭࢉͷɹɹ ߴ଎Խ • ϝϞϦઅ໿

ֶशʹ͍ͭͯ 11 ʻ༻ҙ͢Δσʔλʼ • Ϛϧ΢ΣΞσʔλʢϥϕϧ෇͖.#ʣ • ਖ਼ৗσʔλʢϥϕϧ෇͖.#ʣ ʻಛ௃ྔʼ • ϑΝΠϧ͕ݺͼग़͢"1*ͷϦετ

ػցֶशͷΞϧΰϦζϜ 12 • TDJLJUMFBSOͰαϙʔτ͞Ε͍ͯΔΞϧΰϦζϜ͸ҎԼͷछ ʢTDJLJUMFBSOʹຊݚڀͰ༻͍Δػցֶश༻ϑϨʔϜϫʔΫͷҰछʣ • ෼ྨ $MBTTJGJDBUJPO •
ΫϥελϦϯά $MVTUFSJOH • ճؼ 3FHSFTTJPO • ࣍ݩ࡟ݮ %JNFOTJPOBMJUZ3FEVDUJPO ʢࢀߟɿTDJLJUMFBSOBMHPSJUINDIFBUTIFFUʣ

13 Ҿ༻ݩʮhttp://scikit-learn.org/stable/tutorial/machine_learning_map/ʯ ෼ྨ(Classification)

14 ֶश·ͰͷྲྀΕ

ֶश·ͰͷྲྀΕ 15 Ϛϧ΢ΣΞݕମ ਖ਼ৗϑΝΠϧͷऔಘ ಛ௃ྔநग़ நग़ͨ͠ಛ௃ྔΛֶश༻σʔλʹม׵ σʔλΛෳ਺ͷػցֶशΞϧΰϦζϜʹֶशͤ͞Δ ΫϩεόϦσʔγϣϯ

ֶश·ͰͷྲྀΕ 16 Ϛϧ΢ΣΞݕମΛऔಘ • Լهͷ63-Ϧετ͔ΒϚϧ΢ΣΞݕମΛऔಘ • ʮ.BMXBSF%PNBJO-JTUʯXXXNBMXBSFEPNBJOMJTUDPN • ʮ797BVMUʯIUUQWYWBVMUTJSJVS[OFU63-@-JTUQIQ •
ʮ.BMDEFʯIUUQNBMDEFDPNSTT • ''3*Ϛϧ΢ΣΞݕମσʔληοτ • ্هͷ63-͔ΒݕମΛμ΢ϯϩʔυ͢Δࡍʹ5IF0OJPO3PVUFS τʔΞ Λ༻͍ͨ ɹˠ઀ଓܦ࿏Λಗ໊Խ͢Δ͜ͱͰɺϚϧ΢ΣΞղੳΛ͍ͯ͠Δ͜ͱΛѱҙͷ͋Δ  ૬खʹೝ஌͞Εͣʹղੳ͕Ͱ͖Δ

17 μ΢ϯϩʔυ͞Εͨ Ϛϧ΢ΣΞݕମ

ֶश·ͰͷྲྀΕ 18 ਖ਼ৗϑΝΠϧΛऔಘ • Լهͷ63-͔Β7FDUPSͷιϑτΛμ΢ϯϩʔυ • IUUQXXXWFDUPSDPKQWQBDLGJMFBSFBXJOOUHBNFTIPPU • IUUQXXXWFDUPSDPKQWQBDLGJMFBSFBXJOOUHBNFTIPPU JOEFY@IUNM
• IUUQXXXWFDUPSDPKQWQBDLGJMFBSFBXJOOUVUJMBSD • IUUQXXXWFDUPSDPKQWQBDLGJMFBSFBXJOOUHBNFBDUJPO CMPDL

19 μ΢ϯϩʔυ͞Εͨ ਖ਼ৗϑΝΠϧ

ֶश·ͰͷྲྀΕ 20 ಛ௃ྔநग़ w ༻͍Δಛ௃ྔɿϑΝΠϧ͕ݺͼग़͢"1*ͷϦετ w QFGJMFΛ༻͍ͯ*"5 ΠϯϙʔτΞυϨεςʔϒϧ ʹΞΫηε͠ɺಛ௃ྔΛநग़ w
%--ͷ໊শ w "1*ͷΞυϨε w "1*ͷ໊শ ʻࢀߟ QFGJMFʹ͍ͭͯ ʼ w IUUQSFDPODYFOGMJHIUOJOHFDBSSFSBXJOTUBUJDBOBMZTJTJOQZUIPOQEG w IUUQEIBUFOBOFKQOJOPTFLJ

21 APIͷΞυϨε(16ਐ਺) APIͷ໊শ DLL(μΠφϛοΫ ϦϯΫ ϥΠϒϥϦ)ͷ໊শ

1&ϑΝΠϧϑΥʔϚοτ 22 w 1&1PSUBCMF&YFDVUBCMF w CJU CJU8JOEPXTͰ༻͍ΒΕΔ࣮ߦՄೳϑΝΠϧͷϑΝΠϧϑΥʔϚοτ ֦ுࢠɿ&9& %-- 0$9
7Y% ओʹҎԼͷࡾͭʹ෼͚ΒΕΔ w .4%04༻ϔομ͓ΑͼϓϩάϥϜ w /5ϔομ w ηΫγϣϯςʔϒϧ͓ΑͼηΫγϣϯσʔλ w ຊݚڀͰ͸&9&ϑΝΠϧΛ༻͍Δ

ߏ଄ 23 IUUQIQWFDUPSDPKQBVUIPST7"UFDI@IUNMΑΓ

*"5 *NQPSU"EESFTT5BCMF 24 w ΞϓϦέʔγϣϯͷ1&ϑΥʔϚοτʹ͋Δίʔϧςʔϒϧ w *."(&@5)6/,@%"5"ͷߏ଄ମͷ഑ྻɹɹɹɹɹɹɹɹɹɹɹ ʢ*/5*NQPSU/BNF5BCMFͱରରԠʣ w ϑΝΠϧதʹ͸*/5ͷ৘ใ͕*"5ʹ΋ೖ͍ͬͯΔͨΊ*"5ͷΈΛɹ
औಘ͢Δ w %--ʹΑͬͯΠϯϙʔτ͞Εͨϧʔνϯͷ։࢝ΞυϨε͕֨ೲɹ ͞Ε͍ͯΔʢ%"5"@%*3&$503:@&/53:@*"5ߏ଄ମ͕*"5ྖҬ Λࢦ͢ʣ

25 *"5΁ͷ ΞΫηεਤ IAT = DATA_DIRECTORY_ENTRY_IAT΁ MS-DOS ϔομ MS-DOS RealʵMode
Stub Program NT ϔομ Φϓγϣφϧϔομ IUUQJIBUFOBCMPHKQFOUSZΑΓ

ֶश·ͰͷྲྀΕ 26 ಛ௃ྔΛֶश༻σʔλʹม׵ w औಘͨ͠"1*ͷҰཡ͔Β"1*ϦετΛ࡞੒ w "1*ϦετΛߦྻσʔλʹม׵ w "1*Ϧετ಺ͷ೚ҙͷ"1*͕ݺͼग़͞Εͨ৔߹ɿ̍ w
"1*Ϧετ಺ͷ೚ҙͷ"1*͕ݺͼग़͞Εͳ͍৔߹ɿ w ϑΝΠϧ͝ͱʹϥϕϧΛ͚ͭΔ ʢϚϧ΢ΣΞϑΝΠϧPSਖ਼ৗϑΝΠϧʣ

ֶश·ͰͷྲྀΕ ෼ྨͷͨΊͷΞϧΰϦζϜΛ༻͍Δ༧ఆʢ෼ྨɿϚϧ΢ΣΞϑΝΠϧ͔ਖ਼ৗϑΝΠϧ͔ͷ෼ྨʣ •4(%$MBTTJGJFS •LFSOFMBQQSPYJNBUJPO •-JOFBS47$ •,/FJHICPST$MBTTJGJFS •47$ •&OTFNCMF$MBTTJGJFST •/BJWF#BZFT
ࢀߟ IUUQTDJLJUMFBSOPSHTUBCMFNPEVMFTTHEIUNMDMBTTJGJDBUJPO 27 ෳ਺ͷػցֶशΞϧΰϦζϜʹֶशͤ͞Δ

28 ༻͍ΔػցֶशΞϧΰϦζϜ

ֶश·ͰͷྲྀΕ 29 ΫϩεόϦσʔγϣϯ w ̏ϑΥʔϧυΫϩεόϦσʔγϣϯ σʔλશମΛ" # $άϧʔϓʹ෼ׂ ςετσʔλɿ" ܇࿅σʔλɿ#
$ɹˠ෼ྨਫ਼౓ɿT ςετσʔλɿ# ܇࿅σʔλɿ" $ɹˠ෼ྨਫ਼౓ɿT ςετσʔλɿ$ ܇࿅σʔλɿ" #ɹˠ෼ྨਫ਼౓ɿT ෼ྨਫ਼౓T T TͷฏۉΛΞϧΰϦζϜͷ෼ྨਫ਼౓ͱ͢Δ

ධՁ 30 ɾධՁͷج४ɿϚϧ΢ΣΞͷݕ஌཰ ɾ̏ϑΥʔϧυΫϩεόϦσʔγϣϯ ʻཁߟ࡯ʼ ҎԼɺೋछྨͷޡݕ஌ʹ͍ͭͯ΋ߟྀ͢Δ w GBMTFQPTJUJWF ਖ਼ৗϑΝΠϧΛϚϧ΢ΣΞͱޡݕ஌͢Δ͜ͱ
w GBMTFOBHBUJWF Ϛϧ΢ΣΞϑΝΠϧΛਖ਼ৗϑΝΠϧͱޡݕ஌ ͢Δ͜ͱ

खॱ 31 ࣮૷த • ಛ௃ྔΛֶश༻σʔλʹม׵͢Δ ະ࣮૷ • ෳ਺ͷΞϧΰϦζϜʹֶशͤ͞Δ • ධՁ

ࠓޙͷ༧ఆ 32 σʔλ੔ܗͱΞϧΰϦζϜͷධՁ • ಛ௃ྔΛֶश༻σʔλʹม׵͢Δ • ෳ਺ͷΞϧΰϦζϜʹֶशͤ͞෼ྨਫ਼౓Λݩʹ֤छΞϧΰϦζϜͷධՁ • ৽͍͠ݚڀςʔϚʜʢߟ͑தͰ͢ʣ •
ྔࢠίϯϐϡʔλͱηΩϡϦςΟ • Ϛϧ΢ΣΞղੳ • ΩʔϫʔυɿϚϧ΢ΣΞղੳ ྔࢠίϯϐϡʔλ ػցֶश

ࠓޙͷܭը 33 8݄ 9݄ 10݄ Πϕϯτ WIP(RG࠷ऴൃද) seccamp2017 ळֶظ ֶश
ධՁ ৽ςʔϚ४උ

ࢀߟจݙ • ʮΞφϥΠδϯάϚϧ΢ΣΞʯஶऀɿ৽Ҫ༔ɺؠଜ੣ɺ઒ݹ୩༟ฏɺ੨໦Ұ࢙ɺ੕ᖒ༟ೋ ग़൛ࣾɿΦϥΠϦʔɾδϟύϯ ग़൛೥ɿ • ʮ1ZUIPOʹΑΔεΫϨΠϐϯάػցֶशʯஶऀɿΫδϥඈߦص ग़൛ࣾɿιγϜ ग़൛೥ɿ •
ʮ1SBDUJDBM.BMXBSF"OBMZTJTʯ.JDIBFM4JLPSTLJBOE"OESFX)POJH • ʮίʔυͷಛ௃ʹجͮ͘ѱੑϓϩάϥϜͷ෼ྨʯүҪརએʢʣ • ʮαΠόʔηΩϡϦςΟϓϩάϥϛϯάʕ1ZUIPOͰֶͿϋοΧʔͷࢥߟʯஶऀɿ+VTUJO4FJU[຋༁ɿ੨໦Ұ࢙ ৽Ҫ༔ Ұ੉খ໷ ؠଜ੣ ઒ݹ୩༟ฏଞ ग़൛ࣾɿΦϥΠϦʔδϟύϯ • ʮޮ཰తͳղੳΛ໨తͱͨࣗ͠ಈϚϧ΢ΣΞ෼ྨʹؔ͢Δݚڀʯؠଜ੣ʢʣ • ʮ0OUIF4FDVSJUZPG.BDIJOF-FBSOJOHJO.BMXBSF$$%FUFDUJPO"4VSWFZʯ+PTFQI(BSEJOFS 4IJTIJS/BHBSBKB -BODBTUFS6OJWFSTJUZʢʣ • ʮαϯυϘοΫεΛར༻ͨ͠ະ஌Ϛϧ΢ΣΞݕग़ਫ਼౓޲্ʹؔ͢ΔҰݕ౼ʯࢢాୡ໵ ਢ౻೥ষ ߴ৿֮ʢʣ!$PNQVUFS4FDVSJUZ4ZNQPTJVN • ʮ"CZTT8BUDIFS.BMXBSF%PXOMPBEFSʯ63-IUUQTHJUIVCDPNOUEEL"CZTT8BUDIFS • ʮ"$5*7&ʢϚϧ΢ΣΞରࡦࢧԉʣ)1ʯ63-IUUQXXXBDUJWFHPKQTFDVSJUZNBMXBSF • ʮTDJLJUMFBSOIQʯ63-IUUQTDJLJUMFBSOPSHTUBCMFJOEFYIUNM • ʮ8JOEPXT"1*Ϧετʯ63-IUUQTNTEONJDSPTPGUDPNKBKQXJOEPXTII • ʮ+1$&35᱐ͤΔ1&ղੳπʔϧͷ*NQPSU"1*දࣔػೳ ʯ63-IUUQTXXXKQDFSUPSKQNBHB[JOFBDSFQPSUGBLF*/5IUNM • ʮ1& 1PSUBCMF&YFDVUBCMF ϑΝΠϧϑΥʔϚοτͦͷϑΝΠϧͷجຊߏ଄ʯ63-IUUQIQWFDUPSDPKQBVUIPST7"UFDI@IUNM • ʮʹͷ͖ͤ೔هɹQFGJMFͱQZEBTNʯ63-IUUQEIBUFOBOFKQOJOPTFLJ • ʮTUBDLPWFSGMPX(FUUJOH*"5BOE&"5GSPN1&ʯ63-IUUQTTUBDLPWFSGMPXDPNRVFTUJPOTHFUUJOHJBUBOEFBUGSPNQF • ʮ-PHJɹ*"5ʹ͍ͭͯʯ63-IUUQJIBUFOBCMPHKQFOUSZ • ʮQFGJMF3&$0/ʯ63-IUUQSFDPODYFOGMJHIUOJOHFDBSSFSBXJOTUBUJDBOBMZTJTJOQZUIPOQEG • ʮ%--ʹ͍ͭͯʯVSMIUUQTTVQQPSUNJDSPTPGUDPNKBKQIFMQXIBUJTBEMM • ʮ8JO"1*ʯVSMIUUQIPNFBJUTDPNOFUIBUBEBXJOEPXTXJOBQJXJOBQJIUNM • ʮHJUIVCWFDUPSʯIUUQTHJUIVCDPNDIJHBLVJTIJWFDUPS 34

ࠓޙͷ༧ఆ 35 σʔλ੔ܗͱΞϧΰϦζϜͷධՁ • ಛ௃ྔΛֶश༻σʔλʹม׵͢Δ • ෳ਺ͷΞϧΰϦζϜʹֶशͤ͞෼ྨਫ਼౓Λݩʹ֤छΞϧΰϦζϜͷධՁ • ৽͍͠ݚڀςʔϚʜʢߟ͑தͰ͢ʣ •
ྔࢠίϯϐϡʔλͱηΩϡϦςΟ • Ϛϧ΢ΣΞղੳ • ΩʔϫʔυɿϚϧ΢ΣΞղੳ ྔࢠίϯϐϡʔλ ػցֶश ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠

RG WIP 2017_08_02

RG WIP 2017_08_02

More Decks by omochi

Other Decks in Technology

Featured

Transcript