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人工知能のしくみ / How AI learns

人工知能のしくみ / How AI learns

2022年度筑波大学総合学域群春季ガイダンス

Ae9fcaea4c7d6d24a3a4ba97efd1d6da?s=128

Yukino Baba

April 12, 2022
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  1. ྩ࿨೥౓૯߹ֶҬ܈य़قΨΠμϯε 
 ৘ใՊֶྨ ਓ޻஌ೳͷ͘͠Έ ஜ೾େֶγεςϜ৘ใܥഅ৔ઇ೫ CBCB!DTUTVLVCBBDKQ !CBCBMBCMBC ૯߹ֶҬ܈ΞΧσϛοΫΞυόΠβʔ

  2. ೖྗͱग़ྗͷରԠϧʔϧΛֶशͯ͠ਓ޻஌ೳΛ࣮ݱ 2 ը૾ೝࣝ Ի੠߹੒ ػց຋༁ ಈըੜ੒ ೖྗ ग़ྗ https://bakeryscan.com/bakeryscan 


    https://blog.deepfakesweb.com/elon-musk-deepfake/ Imagine the Future C'est la vie. That's life. ਓ޻஌ೳ
  3. େྔͷσʔλ͔Βೖग़ྗͷϧʔϧΛֶश͢Δ 3 https://github.com/mbornet-hl/MNIST/tree/master/IMAGES/GROUPS खॻ͖਺ࣈೝࣝ 0 ֶश 0 1 2 3

    4 5 6 7 8 9
  4. େྔͷσʔλ͔Βೖग़ྗͷϧʔϧΛֶश͢Δ 4 ϖϯΪϯ෼ྨ ཌྷͷ௕͞ 
 ମॏ https://www.deviantart.com/bluegio/art/Adelie-Chinstrap-and-Gentoo-867439280 https://www.galapagos.org/blog/the-measure-of-a-penguin/ 
 https://allisonhorst.github.io/palmerpenguins/

    03 ©bluegio ΞσϦʔ 
 ϖϯΪϯ δΣϯπʔ 
 ϖϯΪϯ ݸମ൪߸ ཌྷͷ௕͞<NN> ମॏ<H> छྨ 1 181 3750 ΞσϦʔ 2 186 3800 ΞσϦʔ 3 195 3250 ΞσϦʔ 4 193 3450 ΞσϦʔ 5 190 3650 ΞσϦʔ … ݸମ൪߸ ཌྷͷ௕͞<NN> ମॏ<H> छྨ 152 211 4500 δΣϯπʔ 153 230 5700 δΣϯπʔ 154 210 4450 δΣϯπʔ 155 218 5700 δΣϯπʔ 156 215 5400 δΣϯπʔ … ֶश ཌྷͷ 
 ௕͞
  5. ೖग़ྗͷϧʔϧΛڥքઢͰදݱ͢Δ 5 ཌྷͷ௕͞ʢਖ਼نԽޙʣ ମॏʢਖ਼نԽޙʣ

  6. ೖग़ྗͷϧʔϧΛڥքઢͰදݱ͢Δ 6 ཌྷͷ௕͞ʢਖ਼نԽޙʣ ମॏʢਖ਼نԽޙʣ <latexit sha1_base64="klsNm+9lrbXGmLZGGLewmY0ca18=">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</latexit> G1 <latexit sha1_base64="p9MsVVtx/X9KoRVKvkIcYvzWz5M=">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</latexit> G2

    <latexit sha1_base64="hsGN8byvQoZ9O/zcDHyKObVCTBE=">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</latexit> 5w(G1,G2) = F0 + F1G1 + F2G2 ͳΒΞσϦʔ ͳΒδΣϯπʔ Λग़ྗ } <latexit sha1_base64="2pPb3IA8v76Tt+vIQUAxdTaC5x8=">AAAC13icbVHLbtNAFJ2YVwmvFJZsRkSVihQFu0Q8FkWt2HQBKKCkLYotazy5bkcdj915pAkjix1iCQu+hi18BH/D2LVQm3ClkY7OuXfO0b1JwZnSvv+n5V25eu36jbWb7Vu379y911m/v69yIymMac5zeZgQBZwJGGumORwWEkiWcDhITl5X+sEMpGK5GOlFAVFGjgRLGSXaUXHnSRrbsP5msjd6+yayL/2nwe5uGWZEHyepPSvLzXkc9PA83nqMX/lxp+v3/brwKgga0EVNDeP11rdwmlOTgdCUE6UmgV/oyBKpGeVQtkOjoCD0hBzBxEFBMlCRndeZSrzhqClOc+me0LhmL45Ykim1yBLXWSVWy1pF/k+bGJ2+iCwThdEg6LlRajjWOa72hKdMAtV84QChkrmwmB4TSah227zkkmRle+MiQWmVVfXAcJAzp4Yf4NS4/4aN9yiIbNVSGy+LWm+nhCvo1TmCbS0NRJazBNzGBKwOzIg8NZH9xAar2r+xyAo40/N6He6GwfLFVsH+Vj941h+8H3R33jXXXEMP0SO0iQL0HO2gPTREY0TRD/QT/UK/vY/eZ++L9/W81Ws1Mw/QpfK+/wXBaOel</latexit> 5w(G1,G2) > 0 <latexit sha1_base64="p0ESxriVRD5uqKbHUNT2NwG61ag=">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</latexit> 5w(G1,G2)  0 <latexit sha1_base64="wW5mXqlWktQnWRu7Pheb0u88jjA=">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</latexit> w = (F0,F1,F2)͕ Λ੍ޚ ڥքઢ ύϥϝʔλ <latexit sha1_base64="DhNHXSIoWtT64ri1OejnQT4xHp0=">AAAC1nicbVHLattAFB2rr9R9Oe0yG1ETSMEYKTFtsjAkdJNFWtxiJwZLiNH4KhkyGinzcOwO6i50m0W+ptv2J/o3HSmiJHYvDBzOuXfO4d44Z1Qqz/vTcB48fPT4ydrT5rPnL16+aq2/PpaZFgRGJGOZGMdYAqMcRooqBuNcAE5jBifx+cdSP5mBkDTjQ7XIIUzxKacJJVhZKmp1k8gE1TeTw+Gno9DseTv+wUERpFidxYm5LIqteeR33Hm0/a7vRa221/WqcleBX4M2qmsQrTeug2lGdApcEYalnPherkKDhaKEQdEMtIQck3N8ChMLOU5BhmZeRSrcTUtN3SQT9nHlVuzdEYNTKRdpbDvLwHJZK8n/aROtkt3QUJ5rBZzcGiWauSpzyzW5UyqAKLawABNBbViXnGGBibLLvOcSp0Vz8y5BSJlVdkAzEDOrBl/hQtv/BrX30A9N2VIZL4tK9RPMJHSqHH5fCQ2hYTQGuzEOqwMzLC50aL7R3qr2byw0HC7VvFqHvaG/fLFVcLzd9d93e1967f3P9TXX0AZ6i7aQjz6gfXSIBmiECLpBP9Ev9NsZO9+dK+fHbavTqGfeoHvlXP8FQRHneg==</latexit> 5w(G1,G2) = 0 ཌྷͷ௕͞ ମॏ
  7. <latexit sha1_base64="NnzYotDMM8brhwqhnJGqQf9paD4=">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</latexit> w = ( 5, 6, 4) ཌྷͷ௕͞ʢਖ਼نԽޙʣ ମॏʢਖ਼نԽޙʣ

    <latexit sha1_base64="yIcoi1YAqE0oeGMF5uVuqlrwAt0=">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</latexit> w = ( 2, 2, 1) ཌྷͷ௕͞ʢਖ਼نԽޙʣ ମॏʢਖ਼نԽޙʣ <latexit sha1_base64="ahUVhkj9Qo4pKzcWRYkYBqpnH1c=">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</latexit> w = (0, 1, 1) ཌྷͷ௕͞ʢਖ਼نԽޙʣ ମॏʢਖ਼نԽޙʣ σʔλʹ౰ͯ͸·ΔϧʔϧΛݟ͚ͭΔͷ͕ʮֶशʯ 7
  8. <latexit sha1_base64="NnzYotDMM8brhwqhnJGqQf9paD4=">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</latexit> w = ( 5, 6, 4) ཌྷͷ௕͞ʢਖ਼نԽޙʣ ମॏʢਖ਼نԽޙʣ

    <latexit sha1_base64="yIcoi1YAqE0oeGMF5uVuqlrwAt0=">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</latexit> w = ( 2, 2, 1) ཌྷͷ௕͞ʢਖ਼نԽޙʣ ମॏʢਖ਼نԽޙʣ <latexit sha1_base64="ahUVhkj9Qo4pKzcWRYkYBqpnH1c=">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</latexit> w = (0, 1, 1) ཌྷͷ௕͞ʢਖ਼نԽޙʣ ମॏʢਖ਼نԽޙʣ σʔλ΁ͷ౰ͯ͸·Γͷѱ͞Λʮଛࣦʯͱͯ͠఺਺Խ 8 ଛࣦ0.707 ଛࣦ0.436 ଛࣦ0.164 ޡ෼ྨ͕ଟ͍΄Ͳେ͖͘ͳΔ ଛࣦؔ਺ɹɹɹΛಋೖ <latexit sha1_base64="tPtwU1eMz/LLrEcyTPU5og/72EQ=">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</latexit> !(w)
  9. START <latexit sha1_base64="Vs3CjN3QbTk5+UuzDG2K6h7mWps=">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</latexit> !(w) ※؆୯ͷͨΊ w0 ͸লུ <latexit sha1_base64="pGgNA38mHq2qJTEFQGUOuS0/tzw=">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</latexit> F1

    <latexit sha1_base64="P05m6FDjXJ3prjkyV+kjNLZiNZU=">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</latexit> F2 ଛࣦΛ࠷খԽ͢ΔύϥϝʔλΛޯ഑๏Ͱݟ͚ͭΔ 9 https://medium.com/in-pursuit-of-arti fi cial-intelligence/data-visualization-in-python-9aa1d9c2baec ద౰ͳॳظ஋͔Β࢝Ί 
 ଛࣦΛ࠷΋ݮΒ͢ํ޲ʹগͣͭ͠ਐΈ 
 ଛࣦΛ࠷খԽ͢ΔɹΛݟ͚ͭΔ <latexit sha1_base64="8gatpNe51BXXlOzFvnvRYHNaiDQ=">AAACsHicbVFNT9tAEN24XzT9ANojF6sRUg8oslEEvSAh9dJTlSICEYkVjTdj2LJem93ZQLrKf+ih1/Z/8W9YG6uChJFWenpvZt/TTFpKYSiKblvBs+cvXr5ae91+8/bd+/WNzQ8nprCa44AXstDDFAxKoXBAgiQOS42QpxJP08uvlX46Q21EoY5pXmKSw7kSmeBAnjob50AXaeauF5ONTtSN6gpXQdyADmuqP9ls/R5PC25zVMQlGDOKo5ISB5oEl7hoj63BEvglnOPIQwU5msTd1JkX4banpmFWaP8UhTX7cMRBbsw8T31nldEsaxX5lDaylH1JnFClJVT83iizMqQirBYQToVGTnLuAXAtfNiQX4AGTn5Nj1zSfNHefkhwXmU1O2gl6plXx0d4Zf1//cb7OE5c1VIbL4tEBxlIgzt1jviAtMXESZGi35jC1YEZ6CubuF+it6r9H0ucwmu6qdfhbxgvX2wVnOx2471u70evc/i9ueYa22Kf2GcWs312yL6xPhswzhT7w/6yf8FuMAwmAdy3Bq1m5iN7VMHPO+Ne2lo=</latexit> w <latexit sha1_base64="a13ORm6DKmfPkuK67OMuiw5u7PA=">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</latexit> r!(w) = ✓ m! mF0 , m! mF1 , m! mF2 ◆
  10. ֶशաఔͷՄࢹԽ 10 https://playground.tensor fl ow.org

  11. ֶशաఔͷՄࢹԽ 11 https://playground.tensor fl ow.org

  12. ෳࡶͳϧʔϧͷֶश 12 https://playground.tensor fl ow.org