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データ社会を生きる技術
〜機械学習の夢と現実〜

itakigawa
November 29, 2023
34

 データ社会を生きる技術
〜機械学習の夢と現実〜

出前授業, 2023年11月22日, 府立亀岡高等学校

itakigawa

November 29, 2023
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  1. ( )
    ( )


    ( )


    ( )








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  2. Google


    Apple


    Facebook


    Amazon


    Microsoft
    GAFA(M)

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  3. GAFA
    ( or )
    Google ( )

    " "

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  4. GAFA
    ( or )
    Google ( )

    " "
    Google ( ⾒ )

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  5. GAFA
    ( or )
    Google ( )

    " "
    Google ( ⾒ )
    SNS (

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  6. ( )


    , ,


    ATM, ,




    , ,
    "30 " " " ( )

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  7. 1984


    (1989)

    1
    9 94
    Amazon


    1
    9 98
    Google


    1999 2

    2003

    2004 Facebook

    2005 YouTube

    2006 Twitter

    2008 iPhone

    2009 Android
    15
    25
    (AI)


    IoT
    40
    35
    http://infolab.stanford.edu/pub/voy/
    museum/pictures/display/0-4-Google.htm
    5
    G/
    6
    G


    Web
    3
    Google (1996)

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  8. 30
    (
    198 9
    ) (
    201 8
    )
    Japan as No.
    1

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  9. 2023 (8 )
    1 411
    2 353
    3 329
    4 ( ) 242
    5 205
    6 159
    7 114
    8 ( ) 111
    9 106
    10 77
    2022


    (GDP) 546

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  10. SNS

    IC


    /AI =
    10-20


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  11. (g) (cm)
    (g)
    (cm)




    5 6.25 7.5 8.75 10
    90 112.5 135 157.5 180










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  12. (g) (cm)
    (g)
    (cm)




    5 6.25 7.5 8.75 10
    90 112.5 135 157.5 180




















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  13. (g) (cm)
    (g)
    (cm)




    5 6.25 7.5 8.75 10
    90 112.5 135 157.5 180








































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    90 112.5 135 157.5 180























































































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  25. or
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  27. or
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  28. or
    5 6.25 7.5 8.75 10
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  29. ( )
    Random Forest Neural Network SVR Kernel Ridge
    p1 p2 p3 p4
    ʜ
    AAACAHicbVDLTsJAFJ3iC/GFunQzkZhgYkjLS9wR3bjERB4RmmY6TGHCdNrMTA2kYeM3uNW1O+PWP3HpnzhAF4Ke5CYn59ybe+9xQ0alMs0vI7W2vrG5ld7O7Ozu7R9kD49aMogEJk0csEB0XCQJo5w0FVWMdEJBkO8y0nZHNzO//UiEpAG/V5OQ2D4acOpRjJSWHrz82LEuxk7x3MnmzMJVzSxVLGgWilapWi1rYs4BrYTkQIKGk/3u9QMc+YQrzJCUXcsMlR0joShmZJrpRZKECI/QgHQ15cgn0o7nF0/hmVb60AuELq7gXP09ESNfyonv6k4fqaFc9Wbif143Ul7NjikPI0U4XizyIgZVAGfvwz4VBCs20QRhQfWtEA+RQFjpkJa2uP5UZ2KtJvCXtIoFq1qo3JVz9esknTQ4AacgDyxwCergFjRAE2DAwTN4Aa/Gk/FmvBsfi9aUkcwcgyUYnz8cepai
    f(x1, x2)
    AAACAnicbVDLSgMxFM3UV62vqks3wSJUkDJTfG2EohuXFewD2mHIpJk2NMkMSUY6DN35DW517U7c+iMu/RPTdha29cCFwzn3ci7HjxhV2ra/rdzK6tr6Rn6zsLW9s7tX3D9oqjCWmDRwyELZ9pEijArS0FQz0o4kQdxnpOUP7yZ+64lIRUPxqJOIuBz1BQ0oRtpI3eQmKI8852zkVU+9Ysmu2FPAZeJkpAQy1L3iT7cX4pgToTFDSnUcO9JuiqSmmJFxoRsrEiE8RH3SMVQgTpSbTn8ewxOj9GAQSjNCw6n69yJFXKmE+2aTIz1Qi95E/M/rxDq4dlMqolgTgWdBQcygDuGkANijkmDNEkMQltT8CvEASYS1qWkuxedj04mz2MAyaVYrzmXl4uG8VLvN2smDI3AMysABV6AG7kEdNAAGEXgBr+DNerberQ/rc7aas7KbQzAH6+sXQ3GXPA==
    y = f(x1, x2)
    ( )
    AAAB+XicbVA9TwJBEJ3DL8Qv1NJmIzGxInfGr5JoY4nRAxK4kL1lDzbs7l1294zkwk+w1drO2PprLP0nLnCFgC+Z5OW9mczMCxPOtHHdb6ewsrq2vlHcLG1t7+zulfcPGjpOFaE+iXmsWiHWlDNJfcMMp61EUSxCTpvh8HbiN5+o0iyWj2aU0EDgvmQRI9hY6eG563XLFbfqToGWiZeTCuSod8s/nV5MUkGlIRxr3fbcxAQZVoYRTselTqppgskQ92nbUokF1UE2PXWMTqzSQ1GsbEmDpurfiQwLrUcitJ0Cm4Fe9Cbif147NdF1kDGZpIZKMlsUpRyZGE3+Rj2mKDF8ZAkmitlbERlghYmx6cxtCcXYZuItJrBMGmdV77J6cX9eqd3k6RThCI7hFDy4ghrcQR18INCHF3iFNydz3p0P53PWWnDymUOYg/P1C7x/lEA=
    x1
    AAAB+XicbVA9TwJBEJ3DL8Qv1NJmIzGxIndE1JJoY4lRPhK4kL1lDzbs7l1294zkwk+w1drO2PprLP0nLnCFgC+Z5OW9mczMC2LOtHHdbye3tr6xuZXfLuzs7u0fFA+PmjpKFKENEvFItQOsKWeSNgwznLZjRbEIOG0Fo9up33qiSrNIPppxTH2BB5KFjGBjpYfnXqVXLLlldwa0SryMlCBDvVf86fYjkggqDeFY647nxsZPsTKMcDopdBNNY0xGeEA7lkosqPbT2akTdGaVPgojZUsaNFP/TqRYaD0Wge0U2Az1sjcV//M6iQmv/ZTJODFUkvmiMOHIRGj6N+ozRYnhY0swUczeisgQK0yMTWdhSyAmNhNvOYFV0qyUvcty9f6iVLvJ0snDCZzCOXhwBTW4gzo0gMAAXuAV3pzUeXc+nM95a87JZo5hAc7XL74SlEE=
    x2
    AAAB+XicbVA9TwJBEJ3DL8Qv1NJmIzGxInfGr5JoY4nRAxK4kL1lDzbs7l1294zkwk+w1drO2PprLP0nLnCFgC+Z5OW9mczMCxPOtHHdb6ewsrq2vlHcLG1t7+zulfcPGjpOFaE+iXmsWiHWlDNJfcMMp61EUSxCTpvh8HbiN5+o0iyWj2aU0EDgvmQRI9hY6eG563XLFbfqToGWiZeTCuSod8s/nV5MUkGlIRxr3fbcxAQZVoYRTselTqppgskQ92nbUokF1UE2PXWMTqzSQ1GsbEmDpurfiQwLrUcitJ0Cm4Fe9Cbif147NdF1kDGZpIZKMlsUpRyZGE3+Rj2mKDF8ZAkmitlbERlghYmx6cxtCcXYZuItJrBMGmdV77J6cX9eqd3k6RThCI7hFDy4ghrcQR18INCHF3iFNydz3p0P53PWWnDymUOYg/P1C7x/lEA=
    x1
    AAAB+XicbVA9TwJBEJ3DL8Qv1NJmIzGxIndE1JJoY4lRPhK4kL1lDzbs7l1294zkwk+w1drO2PprLP0nLnCFgC+Z5OW9mczMC2LOtHHdbye3tr6xuZXfLuzs7u0fFA+PmjpKFKENEvFItQOsKWeSNgwznLZjRbEIOG0Fo9up33qiSrNIPppxTH2BB5KFjGBjpYfnXqVXLLlldwa0SryMlCBDvVf86fYjkggqDeFY647nxsZPsTKMcDopdBNNY0xGeEA7lkosqPbT2akTdGaVPgojZUsaNFP/TqRYaD0Wge0U2Az1sjcV//M6iQmv/ZTJODFUkvmiMOHIRGj6N+ozRYnhY0swUczeisgQK0yMTWdhSyAmNhNvOYFV0qyUvcty9f6iVLvJ0snDCZzCOXhwBTW4gzo0gMAAXuAV3pzUeXc+nM95a87JZo5hAc7XL74SlEE=
    x2
    ( )

    View full-size slide

  30. ( )
    Random Forest Neural Network SVR Kernel Ridge
    p1 p2 p3 p4
    ʜ
    AAACAHicbVDLTsJAFJ3iC/GFunQzkZhgYkjLS9wR3bjERB4RmmY6TGHCdNrMTA2kYeM3uNW1O+PWP3HpnzhAF4Ke5CYn59ybe+9xQ0alMs0vI7W2vrG5ld7O7Ozu7R9kD49aMogEJk0csEB0XCQJo5w0FVWMdEJBkO8y0nZHNzO//UiEpAG/V5OQ2D4acOpRjJSWHrz82LEuxk7x3MnmzMJVzSxVLGgWilapWi1rYs4BrYTkQIKGk/3u9QMc+YQrzJCUXcsMlR0joShmZJrpRZKECI/QgHQ15cgn0o7nF0/hmVb60AuELq7gXP09ESNfyonv6k4fqaFc9Wbif143Ul7NjikPI0U4XizyIgZVAGfvwz4VBCs20QRhQfWtEA+RQFjpkJa2uP5UZ2KtJvCXtIoFq1qo3JVz9esknTQ4AacgDyxwCergFjRAE2DAwTN4Aa/Gk/FmvBsfi9aUkcwcgyUYnz8cepai
    f(x1, x2)
    AAACAnicbVDLSgMxFM3UV62vqks3wSJUkDJTfG2EohuXFewD2mHIpJk2NMkMSUY6DN35DW517U7c+iMu/RPTdha29cCFwzn3ci7HjxhV2ra/rdzK6tr6Rn6zsLW9s7tX3D9oqjCWmDRwyELZ9pEijArS0FQz0o4kQdxnpOUP7yZ+64lIRUPxqJOIuBz1BQ0oRtpI3eQmKI8852zkVU+9Ysmu2FPAZeJkpAQy1L3iT7cX4pgToTFDSnUcO9JuiqSmmJFxoRsrEiE8RH3SMVQgTpSbTn8ewxOj9GAQSjNCw6n69yJFXKmE+2aTIz1Qi95E/M/rxDq4dlMqolgTgWdBQcygDuGkANijkmDNEkMQltT8CvEASYS1qWkuxedj04mz2MAyaVYrzmXl4uG8VLvN2smDI3AMysABV6AG7kEdNAAGEXgBr+DNerberQ/rc7aas7KbQzAH6+sXQ3GXPA==
    y = f(x1, x2)
    ( )
    AAAB+XicbVA9TwJBEJ3DL8Qv1NJmIzGxInfGr5JoY4nRAxK4kL1lDzbs7l1294zkwk+w1drO2PprLP0nLnCFgC+Z5OW9mczMCxPOtHHdb6ewsrq2vlHcLG1t7+zulfcPGjpOFaE+iXmsWiHWlDNJfcMMp61EUSxCTpvh8HbiN5+o0iyWj2aU0EDgvmQRI9hY6eG563XLFbfqToGWiZeTCuSod8s/nV5MUkGlIRxr3fbcxAQZVoYRTselTqppgskQ92nbUokF1UE2PXWMTqzSQ1GsbEmDpurfiQwLrUcitJ0Cm4Fe9Cbif147NdF1kDGZpIZKMlsUpRyZGE3+Rj2mKDF8ZAkmitlbERlghYmx6cxtCcXYZuItJrBMGmdV77J6cX9eqd3k6RThCI7hFDy4ghrcQR18INCHF3iFNydz3p0P53PWWnDymUOYg/P1C7x/lEA=
    x1
    AAAB+XicbVA9TwJBEJ3DL8Qv1NJmIzGxIndE1JJoY4lRPhK4kL1lDzbs7l1294zkwk+w1drO2PprLP0nLnCFgC+Z5OW9mczMC2LOtHHdbye3tr6xuZXfLuzs7u0fFA+PmjpKFKENEvFItQOsKWeSNgwznLZjRbEIOG0Fo9up33qiSrNIPppxTH2BB5KFjGBjpYfnXqVXLLlldwa0SryMlCBDvVf86fYjkggqDeFY647nxsZPsTKMcDopdBNNY0xGeEA7lkosqPbT2akTdGaVPgojZUsaNFP/TqRYaD0Wge0U2Az1sjcV//M6iQmv/ZTJODFUkvmiMOHIRGj6N+ozRYnhY0swUczeisgQK0yMTWdhSyAmNhNvOYFV0qyUvcty9f6iVLvJ0snDCZzCOXhwBTW4gzo0gMAAXuAV3pzUeXc+nM95a87JZo5hAc7XL74SlEE=
    x2
    AAAB+XicbVA9TwJBEJ3DL8Qv1NJmIzGxInfGr5JoY4nRAxK4kL1lDzbs7l1294zkwk+w1drO2PprLP0nLnCFgC+Z5OW9mczMCxPOtHHdb6ewsrq2vlHcLG1t7+zulfcPGjpOFaE+iXmsWiHWlDNJfcMMp61EUSxCTpvh8HbiN5+o0iyWj2aU0EDgvmQRI9hY6eG563XLFbfqToGWiZeTCuSod8s/nV5MUkGlIRxr3fbcxAQZVoYRTselTqppgskQ92nbUokF1UE2PXWMTqzSQ1GsbEmDpurfiQwLrUcitJ0Cm4Fe9Cbif147NdF1kDGZpIZKMlsUpRyZGE3+Rj2mKDF8ZAkmitlbERlghYmx6cxtCcXYZuItJrBMGmdV77J6cX9eqd3k6RThCI7hFDy4ghrcQR18INCHF3iFNydz3p0P53PWWnDymUOYg/P1C7x/lEA=
    x1
    AAAB+XicbVA9TwJBEJ3DL8Qv1NJmIzGxIndE1JJoY4lRPhK4kL1lDzbs7l1294zkwk+w1drO2PprLP0nLnCFgC+Z5OW9mczMC2LOtHHdbye3tr6xuZXfLuzs7u0fFA+PmjpKFKENEvFItQOsKWeSNgwznLZjRbEIOG0Fo9up33qiSrNIPppxTH2BB5KFjGBjpYfnXqVXLLlldwa0SryMlCBDvVf86fYjkggqDeFY647nxsZPsTKMcDopdBNNY0xGeEA7lkosqPbT2akTdGaVPgojZUsaNFP/TqRYaD0Wge0U2Az1sjcV//M6iQmv/ZTJODFUkvmiMOHIRGj6N+ozRYnhY0swUczeisgQK0yMTWdhSyAmNhNvOYFV0qyUvcty9f6iVLvJ0snDCZzCOXhwBTW4gzo0gMAAXuAV3pzUeXc+nM95a87JZo5hAc7XL74SlEE=
    x2
    ( )

    View full-size slide

  31. ( )
    J aime la
    musique
    I love music

    View full-size slide


  32. IC
    Google Street View



    ( )

    View full-size slide


  33. IC
    Google Street View



    " "
    
 

    " "
    ( )

    View full-size slide

  34. ( )


    ( )


    ( )
    1
    .


    2
    . ( )


    3
    .


    4
    .
    4

    View full-size slide

  35. 1.

    Google Facebook

    View full-size slide

  36. 1.

    Google Facebook
    ( )
    診 ?
    EU


    View full-size slide

  37. 2.

    ⾒ /



    ( 雇 )


    " ( )

    View full-size slide

  38. 3.


    ( )

    ( )
    SNS

    View full-size slide

  39. 4.
    ( )
    SNS


    DeepFake
    vs

    View full-size slide

  40. 4.
    ( )
    SNS


    DeepFake

    ( )
    vs

    View full-size slide








  41. Society
    5
    .
    0
    "


    "AI "




    APEC (CBPR)


    EU (GDPR)



    View full-size slide

  42. GAFA



    Google 診

    2022 2,798 ( 42 )

    診 2,244 7 ( 33 ) 79%

    View full-size slide

  43. GAFA
    ( 4 " " )

    ( ) ( )

    EU Google ⾒



    GAFA IT



    FB (5400 )


    ( : )

    : EU (GDPR)

    View full-size slide

  44. “The real problem of humanity is the following:

    We have Paleolithic emotions, medieval institutions
    and godlike technology.”

    (Edward O. Wilson)

    
 


    View full-size slide