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第1回ソーイAI勉強会：機械学習と深層学習

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May 30, 2025
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 第1回ソーイAI勉強会：機械学習と深層学習

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sewii

May 30, 2025

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Transcript

  1. ୈճɿػցֶशͱਂ૚ֶश

  2. ػցֶशʹ͍ͭͯ

  3. ػցֶशͱ͸ʁ

  4. ػցֶशͱ͸ʁ ίϯϐϡʔλʹͨ͘͞ΜͷσʔλΛݟͤͯɺ ʮنଇΛݟ͚ͭͤ͞ɺະ஌ͷσʔλΛ༧૝͢Δํ๏ʯ

  5. ػցֶशͷྲྀΕ ֶशʢ܇࿅ʣɿ σʔλΛ͏·͘આ໌Ͱ͖ͦ͏ͳϞσϧΛબͼɺͦͷϞσϧ Λσʔλʹ߹͏Α͏ʹௐ੔͢Δ͜ͱɻ ਪ࿦ɿ ֶशͨ͠ϞσϧΛ͔ͭͬͯɺະ஌ͷσʔλΛ༧૝͢Δ͜ͱɻ

  6. σʔλͷֶशͷྫʢڭࢣ͋Γֶशʣ γϟΧγϟΧγϟΧʜ ωίͷը૾ ֶश

  7. ਪ࿦ͷྫʢڭࢣ͋Γֶशʣ ωίʂʂ ωί͡Όͳ͍ʜ ൑அ ৽͍͠σʔλ ৽͍͠σʔλ

  8. ͲͷΑ͏ʹਖ਼౴཰Λ্͍͛ͯ͘ͷ͔ʁ

  9. ϩεؔ਺ʢଛࣦؔ਺ʣΛ༻͍Δ

  10. ϩεʢଛࣦʣؔ਺ɿ ʮͲΕ͘Β͍ਖ਼ղσʔλͱҟͳΔ͔ʯΛදؔ͢਺ ϩεؔ਺ͱ͸

  11. ϩεʢଛࣦʣؔ਺ɿ ʮͲΕ͘Β͍ਖ਼ղσʔλͱҟͳΔ͔ʯΛදؔ͢਺ ϩεؔ਺ͱ͸ ͭ·Γਖ਼౴཰Λ্͛Δʹ͸ɺϩεؔ਺͸ʢɹʁɹʣํ͕͍͍ʂʂ

  12. ϩεʢଛࣦʣؔ਺ɿ ʮͲΕ͘Β͍ਖ਼ղσʔλͱҟͳΔ͔ʯΛදؔ͢਺ ϩεؔ਺ͱ͸ ͭ·Γਖ਼౴཰Λ্͛Δʹ͸ɺϩεؔ਺͸খ͍͞ํ͕͍͍ʂʂ

  13. ϩεʢଛࣦʣؔ਺ɿ ʮͲΕ͘Β͍ਖ਼ղσʔλͱҟͳΔ͔ʯΛදؔ͢਺ ϩεؔ਺ͱ͸ ͭ·Γਖ਼౴཰Λ্͛Δʹ͸ɺϩεؔ਺͸খ͍͞ํ͕͍͍ʂʂ ˠϩεؔ਺ͷ࠷খղΛٻΊΔ͜ͱΛ࠷దԽ໰୊ͱ͍͏ɻ

  14. աֶशͱ͸Կ͔ʁ

  15. աֶशɿ ֶशʹ࢖ΘΕͨσʔλʹա౓ʹ౰ͯ͸·ͬͯ͠·͏͜ͱɻ ϩεؔ਺ͱ͸ ʮֶशσʔλʹա౓ʹ౰ͯ͸·Δʯ͜ͱͷͳʹ͕໰୊ͳͷ͔ʁ

  16. աֶशͱ͸ IUUQT[FSPPOFKQBJXPSEPWFS fi UUJOH

  17. ػցֶशͷछྨ

  18. ػցֶशͷͭͷֶशλΠϓ ڭࢣ͋Γֶशʢ౴͑͋Γʣ ڭࢣͳֶ͠शʢ౴͑ͳ͠ʣ ڧԽֶशʢใु͋Γʣ

  19. ڭࢣͳֶ͠श

  20. ڭࢣͳֶ͠श

  21. ڭࢣͳֶ͠श ౴͕͑ͳ͘ɺೖྗσʔλͦͷ΋ͷʹ஫໨

  22. ڭࢣͳֶ͠श ౴͕͑ͳ͘ɺೖྗσʔλͦͷ΋ͷʹ஫໨ σʔλʹજΉύλʔϯ΍ࣔࠦΛݟग़͢͜ͱ͕Ͱ͖Δɻ

  23. ڧԽֶश ϩϘοτʹԿճ΋ߦಈͤ͞Δ

  24. ڧԽֶश

  25. ڧԽֶश ใु͋Γ ใु͋Γ

  26. ڧԽֶश ใुΛ࠷େԽͤ͞ΔΑ͏ͳߦಈΛֶशͤ͞Δ͜ͱɻ

  27. ػցֶशͷͭͷֶशλΠϓ ڭࢣ͋Γֶशʢ౴͑͋Γʣ ڭࢣͳֶ͠शʢ౴͑ͳ͠ʣ ڧԽֶशʢใु͋Γʣ

  28. ˠखॻ͖਺ࣈೝࣝɺεύϜϝʔϧ൑ఆͳͲ ˠސ٬ͷάϧʔϓ෼͚ʢ ΫϥελϦϯάʣͳͲ ˠ ࣗಈӡసɺରઓήʔϜɺϩϘοτ੍ޚͳͲ ػցֶशͷͭͷֶशλΠϓ ڭࢣ͋Γֶशʢ౴͑͋Γʣ ڭࢣͳֶ͠शʢ౴͑ͳ͠ʣ ڧԽֶशʢใु͋Γʣ

  29. ػցֶश·ͱΊ

  30. ʮաֶशʯͱ͸ֶशσʔλʹϑΟοτ͗ͯ͢͠༧ଌ͕͏·͍͘ ͔ͳ͍͜ͱɻ ػցֶश͸ɺʮֶशʯͱʮਪ࿦ʯΛߦ͏ɻ Ϟσϧͷਖ਼౴཰Λ্͛ΔͨΊʹʮϩεؔ਺ʯΛ༻͍Δɻ

  31. ਂ૚ֶशʹ͍ͭͯ

  32. ਂ૚ֶशͱ͸ʁ

  33. ਂ૚ֶशͷҐஔ෇͚ "*ʢਓ޻஌ೳʣ ػցֶश ਂ૚ֶश

  34. ਂ૚ֶशͰ͸Ͳ͏ݴͬͨ͜ͱΛ͍ͯ͘͠ͷ͔ʁ ਓؒͷ೴Λߟ͑Δ ਆܦࡉ๔ʢχϡʔϩϯʣͷܨ͕Γ Λ਺ཧϞσϧԽ

  35. ʮਆܦࡉ๔ʯͷͭͳ͕Γͱ͸ʁ

  36. ʮਆܦࡉ๔ͷ਺ཧϞσϧԽʯͱ͸ʁ ਆܦࡉ๔ (Pʂ ਆܦࡉ๔ ਆܦࡉ๔ ਆܦࡉ๔

  37. ʮਆܦࡉ๔ͷ਺ཧϞσϧԽʯͱ͸ʁ ਆܦࡉ๔ (Pʂ ਆܦࡉ๔ ਆܦࡉ๔ ਆܦࡉ๔ ಈ͔ͳ͔͋Μʂ ໋ྩΛଞʹ΋఻͑ͳ͍ͱʂ ͸ͬʂ

  38. ʮਆܦࡉ๔ͷ਺ཧϞσϧԽʯͱ͸ʁ ਆܦࡉ๔ (Pʂ ਆܦࡉ๔ ਆܦࡉ๔ ಈ͔ͳ͔͋Μʂ ໋ྩΛଞʹ΋఻͑ͳ͍ͱʂ ͸ͬʂ ਆܦࡉ๔

  39. ͜ΕΛ਺ཧϞσϧԽ͢Δͱʁ

  40. ਆܦࡉ๔ͷܨ͕ΓΛ਺ཧϞσϧԽ ͜ͷΑ͏ͳͭͳ͕Γͷ͜ͱΛχϡʔϥϧωοτϫʔΫͱ͍͏

  41. ਆܦࡉ๔ͷܨ͕ΓΛ਺ཧϞσϧԽ ͜ͷΑ͏ͳͭͳ͕Γͷ͜ͱΛχϡʔϥϧωοτϫʔΫͱ͍͏

  42. None

  43. ೖྗ૚

  44. ೖྗ૚ தؒ૚ʢӅΕ૚ʣ

  45. ೖྗ૚ தؒ૚ʢӅΕ૚ʣ ग़ྗ૚

  46. ೖྗ૚ தؒ૚ʢӅΕ૚ʣ ग़ྗ૚ தؒ૚ͷ਺͕ଟ͍ˠਂ૚ֶशͱݺͿ

  47. ਂ૚ֶश·ͱΊ

  48. ਂ૚ֶश͸ػցֶशͷҰछ ਓؒͷਆܦࡉ๔Λ਺ཧϞσϧԽͨ͠χϡʔϥϧωοτϫʔΫΛ ࢖͏ɻ χϡʔϥϧωοτϫʔΫͷ૚Λਂͨ͘͠΋ͷΛਂ૚ֶशͱ͍ ͏ɻ

  49. ࣍ճͷ༧ఆ

  50. ׆ੑԽؔ਺ ޯ഑๏ ޡࠩٯ఻೻๏ ਖ਼ଇԽ