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Lookout for Potato chips ~ ԶͷϙςτνοϓεϥΠϑΛՃ଎͢Δ Lookout for Vision ~ nakanoshima.dev #19 Jul 28, 2021 ͸·ʔΜ(@track3jyo)

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WHO?? ͸·ʔΜ / track3jyo Amazon Web Service Japan Solutions Architect ---- • ੢೔ຊ୲౰SA & ίϯςφʹవΘΔ΋Ζ΋Ζ • AWS App RunnerɺAmazon EKSɺAmazon DynamoDB • Ոͮ͘Γʹເத

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Έͳ͞Μϙςτνοϓε େ޷͖Ͱ͢ΑͶʂʁ

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͍͍ͭͭ৯΂ͪΌ͏ࢭ·Βͳ͍ʂ ʢ਎ମ͕΍͹͍ɾɾɾʣ

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ͦ͜ͰແఴՃͷ ख࡞ΓϙςνͰ͢Αʂʂ

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࠺ʹϙςνΛ࡞ͬͯ΋Β͍·ͨ͠ • ͘͢͝ͳ͍Ͱ͢ʁࢢൢ඼ͱҧ͍͕Θ͔Γ·ͤΜͰͨ͠ • ͦͯ͠ඒຯ͍͠ʂ਎ମʹ΋͍͍ʂ࠷ߴʂ

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Ͱ΋෉Ͱ͋Δ͸·ʔΜͳΒΘ͔ΔΑͶʁ ɾɾɾɾɾ

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ͦ͏ͩʂػցֶशͩʂ ϫΠʹ͸ Lookout for Vision ͕͋Δʂ

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·ͣ͸ωοτʹམ͍ͪͯΔը૾Ͱ΍Γ·ͨ͠ • ݁Ռͱͯ͠͸ʢ༧૝௨ΓʣͳΜͱ΋ݴ͑ͳ͍ ݁Ռʹͳͬͨ • ͦ΋ͦ΋ը૾αΠζͷ߹Θͤͳ͍ͱ͍͚ͳ͍ • ࣭΋໌౓΋֯౓΋͞·͟·

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ͪΌΜͱ΍Ζ͏ • ωοτͰఆ఺ࡱӨ༻ͷελϯυΛߪೖʂ • https://www.amazon.co.jp/gp/product/B089VVDTY6/

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࿈ٳதʹͻͨ͢ΒݫબɾࡱӨ࡞ۀ

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ݕূ಺༰ • 2ͭͷݕূΛߦ͍·ͨ͠ • ϙςτνοϓεͷ੡඼ܽؕͷݕग़ • ○ɿ͏͓͢͠ϙςτνοϓε(៉ྷͳԁܗ) • Xɿ͚ܽͯΔϙςτνοϓεɺͷΓԘɺΧϥϜʔνϣ • ࠺ͷϙςνΛݟ෼͚Δ͜ͱ͕Ͱ͖Δ͔ʁ • ○ɿ࠺ͷ࡞ͬͨϙςτνοϓε • Xɿͦͷଞࢢൢͷϙςτνοϓε

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ݕূ̍ • ਖ਼ৗύλʔϯ͸େਖ਼ٛ͏͓͢͠ຯͷ៉ྷͳԁܗͷ΋ͷ

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ݕূ̍ • ͷΓԘʢൗ఺͕͋Δύλʔϯʣ • ΧϥϜʔνϣʢશମͷ৭ຯ͕ҧ͏ʣ • ͚ܽͯ͠·ͬͨϙςνʢܽଛʣ

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ݕূ̎ • ࠺ઌੜͷ࡞ͬͨϙςν

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ऩूσʔλྔ • ݕূ1: • τϨʔχϯά༻ • ਖ਼ৗܥɿ30ຕɺҟৗܥɿ34ຕʢͷΓ͓͠ɿ14ɺΧ ϥϜʔνϣɿ13ɺܽଛɿ7ʣ • ςετ༻ • ਖ਼ৗܥɿ30ຕɺҟৗܥɿ23ຕʢͷΓ͓͠ɿ9ɺΧϥ Ϝʔνϣɿ10ɺܽଛɿ4ʣ

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ऩूσʔλྔ • ݕূ2: • τϨʔχϯά༻ • ਖ਼ৗܥɿ36ຕɺҟৗܥɿ30ຕ • ςετ༻ • ࠺ʹౖΒΕͨͨΊτϨʔχϯάσʔλΛͦͷ··ར༻

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ࡱͬͨࣸਅΛҎԼͷΑ͏ͳܗͰS3ʹอଘ • खಈͰϥϕϧ෇࡞ۀ͸ΊΜͲ͍͘͞ͷͰS3Λ࢖ͬͨࣗಈ ϥϕϧ෇Λར༻͠·ͨ͠ • ଞʹ΋SageMaker Graound TruthͰ͋Β͔͡Ίϥϕϧ෇෼ ྨ΋Մೳ

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ݕূ1ͷςετ݁Ռ

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ݕূ2ͷςετ݁Ռ

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͍͢͝ʢখฒײʣ

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͊͞ϞσϧΛ࣮ߦ͢ΔΑʂ • CLIͰ࣮ߦ͢Δͷ͸ΊΜͲ͍͘͞ͷͰGUIͰ࣮ߦ͍ͨ͠ • ͓ʂ͍͍ͷ͋Δ͡ΌΜʂ • https://github.com/aws-samples/amazon-lookout-for-vision-demo • ͪͳΈʹRekognition Custom Lebel͸ͪ͜Β • https://github.com/aws-samples/amazon-rekognition-custom- labels-demo • GUIͰϞσϧͷىಈɺ෼ྨͷ࣮ࢪ͕Մೳ

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σϞͨ͠Αʂ ݕূ1ҟৗܥ ݕূ2ਖ਼ৗܥ

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͓·͚ɿ໘നͦ͏ͩͱࢥͬͨσϞ1 • amazon-lookout-for-vision-serverless-app • https://github.com/aws-samples/amazon-lookout-for-vision-serverless-app

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͓·͚ɿଞʹ໘നͦ͏ͩͱࢥͬͨσϞ2 • amazon-lookout-for-vision-rekognition-multiclassi fi cation • https://aws.amazon.com/jp/blogs/machine-learning/defect-detection-and-classi fi cation-in- manufacturing-using-amazon-lookout-for-vision-and-amazon-rekognition-custom-labels/

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࠷ޙʹ • Lookout for Vision ʹݶΒͣͰ͕͢ɺը૾ॲཧܥͷAI αʔϏε͸ը૾ࣗମͷ඼࣭Λ߹ΘͤΔ͜ͱ͕ॏཁ • Έͳ͞Μ΋ָ͍͠ϙςνϥΠϑΛʂ

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Thank you for your attention!! please follow me @track3jyo