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Handwritten Digit Recognition in Convolutional Neural Network Python
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ๆดฅ่ปฝใฎๅฅฅๅบงๆทใงในใใใฏใฎใใใซใผใ ใฌใขใซใผใใฏใใใฎ็ฌ้ก!
ๆณฃใใฆใใๅๆฌ่ฑ็นใใซใกใฉใใๅฎใฃใ็ฑณๅฝๅฅณๅญใฎๆฏใ่ใใๅฝผใใฎไปไบใชใฎใฏใใใฃใฆใใใใใงใโฆใNYใในใๅ ฑ้ใๅฌๅญฃไบ่ผชใ
ใๆผขๅญๆขใใใใใฃใจไธฆใใ ใๅธใใฎไธญใซใพใใใๅฅใฎๆผขๅญไธๆๅญใฏ?
ใฏใผใฏใใณใ980ๅTใทใฃใใๅฎ็ชๅใ็ดๅพใฎ่จณ
Jใฏใฉใใ็ฒๅพใธๅใโฆๅค่ฑช2ๅนด็ใฏ็ตถๅฏพ็ๅญๅจ ใใญใธใฏใ้ซๅใง่กใใใๅคงๅญฆ็ต็ฑใใ
ๆไบบใจใฎใฑใณใซโฆใใใซ่ฉฑใๅใใใ็ทๅฅณใฎๅฒๅใฏ?ใใใ้ใใใคใณใใใใใงใใฏ
่ฅใไธไปฃใฎ่ใใๆฃ่ ใ20ๅนดใงใใใ2ๅใซ! ๅๆ็็ถใใใไผผใๅฃๅ ็ใจใฎ่ฆๅใๆนใจใปใซใใใงใใฏๆนๆณใๅฐ้ๅฎถใ่งฃ่ชฌ
ๆๆฌๆใฎใไธ็ชใใใใฃใไปไบใ ่ธ่ฝ็ๆดป๏ผ๏ผๅนดใๆฌกๅ ใ้ใฃใฆๅคชๅๆใกใงใใชใใๅฟๆใใใใใซๆฌๆใ่ชๅใฏใขใใใฅใขใ
ใใใฝใใๆฏใในใใผใธ3ใฎใใใซ ่ณ็ฃๆๆพใๆ่ก๏ผๆฒป็่ฒปใๅทฅ้ขใ่ปใใใใฐใโฆใๆฏใฎ่ฟๆณใๆใใใใๅฎถใซใใใใจใโฆใ
ๆๅใใฉใณใใใใ็ถใ ็ปๅ ดใใใฌใจในใใผใซใผใใชใไบบๆฐ?ใTHE TIME,ใ
็พค้ฆฌใป้คจๆๅธใฎไฝๅฎ ใง็ๅพ1ใๆใฎ็ทๅ ใๆฎบๅฎณใ ใใณใฐใฉใใทใฅๅฝ็ฑใฎๆฏ่ฆช๏ผ35๏ผใ้ฎๆ ็พค้ฆฌ็่ญฆ
ๅ ๅฐผ็ฅใคใณใฟใผ่ช ๅญใ้ฏใฎๅกฉ็ผใใป่ฑ่ง็ ฎใจ็ ฎๅตโฆๆไฝใใฎๆฒใใใฃใฑๅผๅฝใซๅ้ฟใใธใใชใฎไธ็่ฆณใใ่ฆๆ ใใใใใชใ
ใขใชใตใปใชใฅใฆใใใใฏใฟใใชใซใ้ใกใใซ×๏ผใใใกใณใธใใใชใใ่ชใใซๆใใใๆใใฆใใ่กจๅฝฐๅผๅพใฎๅงฟๅขใซใใใกใณๆๅ ็่ ใชใฎใซใซใกใฉใใณๅฝนใ
้ฃฏๅณถ็ดๅญใใฌใณใใณใงๆไฝใใใ็ฐกๅๆใใฏใใซๅ้ฟใใใใขใคใใฃใข! ใใฃใฆใฟใพใใใใๆฐ่ฒ ใ้ใใชใใใฉใกใใใจ้ฃในใใไฝใๅงฟใซๅ ๆฐใใใใ ใใพใใ
ๅคงไบบใฎใฒใจใ้ ่ถณใงๅคงๅฎฎใฎๅคง้ถๅจๅธใธใๆฅๆฌไธ้ทใๅ้ใๆญฉใใๆฐทๅท็ฅ็คพใธใๅใ๏ผใใใใๆใใคใใฒใจใ้ ่ถณ
ๅฎๅค็ฐใใซใซใSNSใฎ่ชญ่งฃๅใซ่ฆ่จโฆใใฐๅบๆ็จฟใธใฎๆนๅคใซใใฆใผใขใข้ใใชใใใใ
ใฒใใใใใฎ50ๆญณๅ ใฏ่ฒฏ่ใผใญใง็กๅๅ ฅโฆ48ๆญณๅผใๆฑใๅพๆใจ่ฆๆฉใๆฏใฎ่ฒฏ่ใใใใใงๅ ่กใใๅฟ้ ใงใชใใพใใใ
่กๅ็ตถใใชใๅฎๆฒปใฎใใณๅฑใปใใพๆจไบญใซใๆ ็ฑๅคง้ธใๅฏ็
็ฌฌ10ไธไปฃCoreๆญ่ผใฎใฟใใๅฏพๅฟ่ปฝ้ใขใใคใซใใผใใLIFEBOOK U9310/Dใใ27,800ๅ! ไธญๅคPCใปใผใซ
ๆฌกไธไปฃ่นใฎ็ๆใฏใใฏใชใผใณใ ใใฉ็ๆฏ!ใๆตทไธไฟๅฎๅบใ่ญฆๆใใโๆฐใใชๅฑ้บโๆฑไบฌๆนพใงใฎใๅ็ฉใจใฎๆฆใใ้่ฟใง่ฆใฆใใ!
Wใฝใใฏในใปใใใใซ็ฃ็ฃใใ ใผใใผใฏ่ฆใฆใใฆๆฅฝใใฟใๅฏพๅฟๅใ็งฐ่ณใ่ชๅใ่ฝใก็ใใใฆใใใใซๆฅใใ
้ซๆจ็พๅธ ใจใใณใณใผใใจๅทๆณฃๆฑๆใๆใใใจใ็ณใ่จณใชใใจใใใใใๆฐๆใกใงใฏ่กจ็พใงใใชใใใฉในใ๏ผๅจใงๅ็ถใใใใใใใใจใใๆๆ ใ
็งๅ ็ๅคใใใณใใผใฐใจใชใ ใฌใใฎใฏใณใใฌใผใๆๆ็ๅ ฌ้ใใใใใใชใซใใงใฟใใใใใฏใชใชใใฃ้ซใใใใจๅ้ฟ
ใฐใฉใใขๆดปๅ10ๅจๅนดใฎใใชใใ400ๅใใฎ่กจ็ดใ้ฃพใๅฟซๆ!ใๅคใใใชใใญใ๏ฝ ๅฏๆใใใ
ใใฌใฟใคใใใใชใฃใฆใใไปไบ็ฟผใใใฌใผใใณใฐๅงฟใซใไบใฎ่ ใฎ็ญ่ๅใใใใใ่บซไฝใซใชใใพใใใญใๅ้ฟ
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