RG WIP 2017_08_02

the slides of WIP presentation in RG

Transcript

1. ػցֶशʹΑΔϚϧ΢ΣΞݕ஌ʹ޲͚ͨ
   ಛ௃நग़ͱσʔλ੔ܗ *4$
   #
   ZVNF
   ਌
   
   OPNB
   IBCBLBO
   3(
   य़ֶظ8*1࠷ऴൃද
    
2. ݚڀ֓ཁ • Ϛϧ΢ΣΞݕ஌ͷਫ਼౓͕มಈ͢Δཁૉ
   • ಛ௃ྔ
   • ಛ௃நग़ͷํ๏
   • ػցֶशΞϧΰϦζϜ
   • ΞϧΰϦζϜ͝ͱʹͲͷΑ͏ͳਫ਼౓ͷҧ͍͕ग़Δͷ͔ʁ
   • ੩తղੳͷΈΛߦ͏ 2 ෳ਺ͷػցֶशΞϧΰϦζϜΛ༻͍ͯ
   Ϛϧ΢ΣΞݕ஌ਫ਼౓ͷҧ͍ΛධՁ͢Δ
3. 3 എܠ
4. ݱঢ় 4 [ະ஌Ϛϧ΢ΣΞͷݕମ਺] [Ϛϧ΢ΣΞײછͷݕ஌਺] ʮ׭ຽ࿈ܞϓϩδΣΫτACTIVE Ϛϧ΢ΣΞ࠷৽ϨϙʔτʯURL<http://www.active.go.jp/active/data/>ΑΓ ໿100ഒ
5. ղܾ͢Δ΂͖՝୊ • ݱࡏɿײછʹؾ͕͍͔ͭͯΒඃ֐͕֦େ͠ͳ͍Α͏ʹରॲʢΠϯγσϯτϨεϙϯεʣ
   ͍ͯ͠Δ
   • ײછʹؾ͕͔ͭͣʹΠϯγσϯτϨεϙϯε͕஗ΕΔ͜ͱ΋͋Δ
   ʢաڈʹେྔͷݸਓ৘ใ͕ྲྀग़ͨ͠ࣄྫ͋Γʣ
   • ʮϚϧ΢ΣΞʹײછ͠ͳ͍ͨΊͷ༗ޮͳରࡦʯ͸औΒΕ͍ͯͳ͍
   ɹɹɹ
   
   
   
   
   ʮײછ͔ͯ͠ΒʯରॲΛ͢Δͱ͍͏ํ਑
   ɹɹ
   
   ɹ
   ˠϚϧ΢ΣΞʹײછ͢Δલʹݕ஌͍ͨ͠ 5 ʮϚϧ΢ΣΞײછ͕൑໌͔ͯ͠Βରॲʯͱ͍͏ݱঢ়
6. ղܾख๏
   ػցֶशΛಋೖ͢Δͱʜ
   w ະ஌ͷϚϧ΢ΣΞΛࣝผ͢Δ͜ͱ͕ՄೳʹͳΔ
   w Ϛϧ΢ΣΞײછલ͔Βਝ଎ʹରԠͰ͖ΔΑ͏ʹͳΔ 6 Ϛϧ΢ΣΞݕ஌ʹػցֶशΛ༻͍Δ
7. 7 ػցֶशͱ͸
8. ػցֶशͱ͸ 8 ίϯϐϡʔλʹେྔͷσʔλΛֶशͤ͞
   ύλʔϯΛݟ͚ͭग़͢͜ͱ αϯϓϧσʔλ ಛ௃நग़ ಛ௃ྔ ֤छػցֶश ΞϧΰϦζϜ ʻਤɿػցֶशͷྲྀΕʼ Ұఆ਺Ҏ্ͷσʔλ͕ඞཁ σʔλ͕࣋ͭಛ௃Λද͢ϕΫτϧ ͲͷΑ͏ͳنଇ͕͋Δ͔Λௐ΂Δ etc… σʔλ
   ม׵
9. 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
10. 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໿
11. ֶशʹ͍ͭͯ 11 ʻ༻ҙ͢Δσʔλʼ
    • Ϛϧ΢ΣΞσʔλʢϥϕϧ෇͖.#ʣ
    • ਖ਼ৗσʔλʢϥϕϧ෇͖.#ʣ
    ʻಛ௃ྔʼ
    • ϑΝΠϧ͕ݺͼग़͢"1*ͷϦετ
    
12. ػցֶशͷΞϧΰϦζϜ 12 • TDJLJUMFBSOͰαϙʔτ͞Ε͍ͯΔΞϧΰϦζϜ͸ҎԼͷछ
    ʢTDJLJUMFBSOʹຊݚڀͰ༻͍Δػցֶश༻ϑϨʔϜϫʔΫͷҰछʣ
    • ෼ྨ $MBTTJGJDBUJPO
    • ΫϥελϦϯά $MVTUFSJOH
    • ճؼ 3FHSFTTJPO
    • ࣍ݩ࡟ݮ %JNFOTJPOBMJUZ
    3FEVDUJPO ʢࢀߟɿTDJLJUMFBSO
    BMHPSJUIN
    DIFBUTIFFUʣ
13. 13 Ҿ༻ݩʮhttp://scikit-learn.org/stable/tutorial/machine_learning_map/ʯ ෼ྨ(Classification)
14. 14 ֶश·ͰͷྲྀΕ
15. ֶश·ͰͷྲྀΕ 15 
    Ϛϧ΢ΣΞݕମ
    ਖ਼ৗϑΝΠϧͷऔಘ
    
    ಛ௃ྔநग़
    
    நग़ͨ͠ಛ௃ྔΛֶश༻σʔλʹม׵
    
    σʔλΛෳ਺ͷػցֶशΞϧΰϦζϜʹֶशͤ͞Δ
    
    ΫϩεόϦσʔγϣϯ
16. ֶश·ͰͷྲྀΕ 16 Ϛϧ΢ΣΞݕମΛऔಘ • Լهͷ63-Ϧετ͔ΒϚϧ΢ΣΞݕମΛऔಘ
    • ʮ.BMXBSF
    %PNBJO
    -JTUʯXXXNBMXBSFEPNBJOMJTUDPN
    • ʮ79
    7BVMUʯIUUQWYWBVMUTJSJVS[OFU63-@-JTUQIQ
    • ʮ.BMDEFʯIUUQNBMDEFDPNSTT
    • ''3*Ϛϧ΢ΣΞݕମσʔληοτ
    • ্هͷ63-͔ΒݕମΛμ΢ϯϩʔυ͢Δࡍʹ5IF
    0OJPO
    3PVUFS τʔΞ Λ༻͍ͨ
    ɹˠ઀ଓܦ࿏Λಗ໊Խ͢Δ͜ͱͰɺϚϧ΢ΣΞղੳΛ͍ͯ͠Δ͜ͱΛѱҙͷ͋Δ
 ૬खʹೝ஌͞Εͣʹղੳ͕Ͱ͖Δ
17. 17 μ΢ϯϩʔυ͞Εͨ
    Ϛϧ΢ΣΞݕମ
18. ֶश·ͰͷྲྀΕ 18 ਖ਼ৗϑΝΠϧΛऔಘ • Լهͷ63-͔Β7FDUPSͷιϑτΛμ΢ϯϩʔυ
    • IUUQXXXWFDUPSDPKQWQBDLGJMFBSFBXJOOUHBNFTIPPU
    • IUUQXXXWFDUPSDPKQWQBDLGJMFBSFBXJOOUHBNFTIPPU JOEFY@IUNM
    • IUUQXXXWFDUPSDPKQWQBDLGJMFBSFBXJOOUVUJMBSD
    • IUUQXXXWFDUPSDPKQWQBDLGJMFBSFBXJOOUHBNFBDUJPO CMPDL
19. 19 μ΢ϯϩʔυ͞Εͨ
    ਖ਼ৗϑΝΠϧ
20. ֶ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. 21 APIͷΞυϨε(16ਐ਺) APIͷ໊শ DLL(μΠφϛοΫ ϦϯΫ ϥΠϒϥϦ)ͷ໊শ
22. 1&ϑΝΠϧϑΥʔϚοτ 22 w 1&
    
    1PSUBCMF
    &YFDVUBCMF
    w CJU
    CJU
    8JOEPXTͰ༻͍ΒΕΔ࣮ߦՄೳϑΝΠϧͷϑΝΠϧϑΥʔϚοτ ֦ுࢠɿ&9&
    %--
    0$9
    7Y%
    ओʹҎԼͷࡾͭʹ෼͚ΒΕΔ
    w .4%04
    ༻ϔομ͓ΑͼϓϩάϥϜ
    w /5
    ϔομ
    w ηΫγϣϯςʔϒϧ͓ΑͼηΫγϣϯσʔλ
    w ຊݚڀͰ͸&9&ϑΝΠϧΛ༻͍Δ
23. ߏ଄ 23 IUUQIQWFDUPSDPKQBVUIPST7"UFDI@IUNMΑΓ
24. *"5 *NQPSU
    "EESFTT
    5BCMF 24 w ΞϓϦέʔγϣϯͷ1&ϑΥʔϚοτʹ͋Δίʔϧςʔϒϧ
    w *."(&@5)6/,@%"5"ͷߏ଄ମͷ഑ྻɹɹɹɹɹɹɹɹɹɹɹ ʢ*/5
    
    *NQPSU
    /BNF
    5BCMFͱରରԠʣ
    w ϑΝΠϧதʹ͸*/5ͷ৘ใ͕*"5ʹ΋ೖ͍ͬͯΔͨΊ*"5ͷΈΛɹ औಘ͢Δ
    w %--ʹΑͬͯΠϯϙʔτ͞Εͨϧʔνϯͷ։࢝ΞυϨε͕֨ೲɹ ͞Ε͍ͯΔʢ%"5"@%*3&$503:@&/53:@*"5ߏ଄ମ͕*"5ྖҬ Λࢦ͢ʣ
25. 25 *"5΁ͷ
    ΞΫηεਤ IAT = DATA_DIRECTORY_ENTRY_IAT΁ MS-DOS ϔομ MS-DOS RealʵMode Stub Program NT ϔομ Φϓγϣφϧϔομ IUUQJIBUFOBCMPHKQFOUSZΑΓ
26. ֶ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΢ΣΞϑΝΠϧ
    PS
    ਖ਼ৗϑΝΠϧʣ
27. ֶश·ͰͷྲྀΕ ෼ྨͷͨΊͷΞϧΰϦζϜΛ༻͍Δ༧ఆʢ෼ྨɿϚϧ΢ΣΞϑΝΠϧ͔ਖ਼ৗϑΝΠϧ͔ͷ෼ྨʣ
    •4(%
    $MBTTJGJFS
    •LFSOFM
    BQQSPYJNBUJPO
    •-JOFBS
    47$
    •,/FJHICPST
    $MBTTJGJFS
    •47$
    •&OTFNCMF
    $MBTTJGJFST
    •/BJWF
    
    #BZFT
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    
    ࢀߟ IUUQTDJLJUMFBSOPSHTUBCMFNPEVMFTTHEIUNMDMBTTJGJDBUJPO 27 ෳ਺ͷػցֶशΞϧΰϦζϜʹֶशͤ͞Δ
28. 28 ༻͍ΔػցֶशΞϧΰϦζϜ
29. ֶ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
30. ධՁ 30 ɾධՁͷج४ɿϚϧ΢ΣΞͷݕ஌཰
    ɾ̏ϑΥʔϧυΫϩεόϦσʔγϣϯ
    ʻཁߟ࡯ʼ
    ҎԼɺೋछྨͷޡݕ஌ʹ͍ͭͯ΋ߟྀ͢Δ
    w GBMTF
    QPTJUJWF ਖ਼ৗϑΝΠϧΛϚϧ΢ΣΞͱޡݕ஌͢Δ͜ͱ
    w GBMTF
    OBHBUJWF Ϛϧ΢ΣΞϑΝΠϧΛਖ਼ৗϑΝΠϧͱޡݕ஌ ͢Δ͜ͱ
31. खॱ 31 ࣮૷த • ಛ௃ྔΛֶश༻σʔλʹม׵͢Δ ະ࣮૷ • ෳ਺ͷΞϧΰϦζϜʹֶशͤ͞Δ
    • ධՁ
32. ࠓޙͷ༧ఆ 32 σʔλ੔ܗͱΞϧΰϦζϜͷධՁ • ಛ௃ྔΛֶश༻σʔλʹม׵͢Δ
    • ෳ਺ͷΞϧΰϦζϜʹֶशͤ͞෼ྨਫ਼౓Λݩʹ֤छΞϧΰϦζϜͷධՁ
    • ৽͍͠ݚڀςʔϚʜʢߟ͑தͰ͢ʣ
    • ྔࢠίϯϐϡʔλͱηΩϡϦςΟ
    • Ϛϧ΢ΣΞղੳ
    • ΩʔϫʔυɿϚϧ΢ΣΞղੳ
    ྔࢠίϯϐϡʔλ
    ػցֶश
33. ࠓޙͷܭը 33 8݄ 9݄ 10݄ Πϕϯτ WIP(RG࠷ऴൃද) seccamp2017 ळֶظ ֶश ධՁ ৽ςʔϚ४උ
34. ࢀߟจݙ • ʮΞφϥΠδϯάϚϧ΢ΣΞʯஶऀɿ৽Ҫ
    ༔ɺؠଜ
    ੣ɺ઒ݹ୩
    ༟ฏɺ੨໦
    Ұ࢙ɺ੕ᖒ
    ༟ೋ
    ग़൛ࣾɿΦϥΠϦʔɾδϟύϯ
    ग़൛೥ɿ
    • ʮ1ZUIPOʹΑΔεΫϨΠϐϯάػցֶशʯஶऀɿΫδϥඈߦص
    ग़൛ࣾɿιγϜ
    ग़൛೥ɿ
    • ʮ1SBDUJDBM
    .BMXBSF
    "OBMZTJTʯ.JDIBFM
    4JLPSTLJ
    BOE
    "OESFX
    )POJH
    
    • ʮίʔυͷಛ௃ʹجͮ͘ѱੑϓϩάϥϜͷ෼ྨʯүҪ
    རએʢʣ
    • ʮαΠόʔηΩϡϦςΟϓϩάϥϛϯά
    ʕ1ZUIPOͰֶͿϋοΧʔͷࢥߟʯஶऀɿ+VTUJO
    4FJU[
    ຋༁ɿ੨໦
    Ұ࢙
    ৽Ҫ
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    Ұ੉
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    ؠଜ
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    ઒ݹ୩
    ༟ฏଞ
    ग़൛ࣾɿΦϥΠϦʔδϟύϯ
    
    • ʮޮ཰తͳղੳΛ໨తͱͨࣗ͠ಈϚϧ΢ΣΞ෼ྨʹؔ͢Δݚڀʯؠଜ
    ੣ʢʣ
    • ʮ0O
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    • ʮαϯυϘοΫεΛར༻ͨ͠ະ஌Ϛϧ΢ΣΞݕग़ਫ਼౓޲্ʹؔ͢ΔҰݕ౼ʯࢢాୡ໵
    ਢ౻೥ষ ߴ৿֮ʢʣ!$PNQVUFS
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    • ʮTDJLJUMFBSO
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    • ʮ+1$&35
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    • ʮ1& 1PSUBCMF
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35. ࠓޙͷ༧ఆ 35 σʔλ੔ܗͱΞϧΰϦζϜͷධՁ • ಛ௃ྔΛֶश༻σʔλʹม׵͢Δ
    • ෳ਺ͷΞϧΰϦζϜʹֶशͤ͞෼ྨਫ਼౓Λݩʹ֤छΞϧΰϦζϜͷධՁ
    • ৽͍͠ݚڀςʔϚʜʢߟ͑தͰ͢ʣ
    • ྔࢠίϯϐϡʔλͱηΩϡϦςΟ
    • Ϛϧ΢ΣΞղੳ
    • ΩʔϫʔυɿϚϧ΢ΣΞղੳ
    ྔࢠίϯϐϡʔλ
    ػցֶश ͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠