ๅใใฆใฎใใฃใผใใฉใผใใณใฐใจPyTorch๏ผใใคใใผใ๏ผใใผใใญใฃใณใ๏ผ็ฐกๅใซ๏ผๅบ็คใใChatGPTๆ ธๅฟใใฉใณในใใฉใผใใผใพใง๏ผ[ใใผใฟๅๆ/็งๅญฆ Part3]
่ฌๅธซใๅใใฆใใฃใผใใฉใผใใณใฐใๅญฆใใ ้ใซๅคฑๆใใ็ต้จใใใจใซใใใฃใผใใฉใผใใณใฐใฎ็่งฃใซๅฟ ่ฆใชๆฐๅญฆใ็่ซใPyTorchใใผในใฎๅฎ่ฃ ใ่ปข็งปๅญฆ็ฟใGPTใฎๆ ธๅฟใงใใTransformerใพใงใ็ๅฎใซๅญฆในใใใๆฐใใซๆงๆใใ่ฌ็พฉใงใใ
ๅ่ฌ็ 1,696ๅ
้ฃๆๅบฆ ๅ็ด
ๅ่ฌๆ้ ็กๅถ้
ใ็ฅใใ
21 ไปถ
ใใใซใกใฏใใธใฃใณใธใงใใณใผใใฃใณใฐใฎDave Leeใงใใ
ไปใงใใใใพใใใใใใฃใผใใฉใผใใณใฐ่ฌ็พฉใงไฟฎๆญฃไบ้ ใใใใพใใฆใ่ปฝใๅ ฑๆใใใฆใใใ ใใพใใ
CNN์ผ๋กMNISTๅ้กๅ้กใ้ฉ็จใใฆใฟใใใฃใใฟใผใงใใในใ่ฉไพกๆใซtest_lossใ่จ็ฎใใ้จๅใซใจใฉใผใใใใพใใใใไธไพฟใใใใใใฆ็ณใ่จณใใใใพใใใใใฎใใใ้ข้ฃ่ณๆใๆฌกใฎๆ่ใงใขใใใใผใใใใใพใใใ
nn.NLLLoss()ใฏๅบๆฌ็ใซreduction='mean'่จญๅฎใ้ฉ็จใใใฆใใใใใๅใใใใใใงใใฎใใใๅ ใฎใตใณใใซใฎๅนณๅlossใ่ฟใใพใใใใใใฃใฆใforใซใผใใ้ใใฆ็ดฏ็ฉใใใtest_lossใฏใใใใใใๅนณๅๅคใฎๅ่จใใซใชใใพใใ
ๆขๅญใฎใณใผใใงใฏใใใฎๅคใๅ จใตใณใใซๆฐ(len(test_batches.dataset)ใไพ๏ผ10000)ใงๅฒใฃใฆใใพใใใใใใฎใใใซใใใจๅฎ้ใฎlossใใใใฏใใใซๅฐใใๅคใ่จ็ฎใใใพใใๆญฃใใ่จ็ฎใฎใใใซใฏใใใใใใๆฐ(len(test_batches)ใไพ๏ผ79)ใงๅฒใๅฟ ่ฆใใใใพใใ
ใคใพใใใใใใใๅนณๅใฎๅ่จใชใฎใงใใใใใใๆฐใงๅฒใๅฟ ่ฆใใใใๅ จไฝใฎๅนณๅlossใๆญฃ็ขบใซ่จ็ฎใใใพใใ
ไฟฎๆญฃใใใใใกใคใซ:
# ๅฐ้็ฟป่จณ่ ใจใใฆใไปฅไธใฎใณใณใใณใใ้ๅฝ่ชใใๆฅๆฌ่ชใซ็ฟป่จณใใใใพใ
# Translation Analysis This appears to be a filename for a Jupyter notebook. According to the technical requirements, I should preserve filenames, technical terms, and file paths unchanged. # Translation 12_CNN_
# Translation Output 12_CNN_MNIST_GPU_DROPOUT.ipynb
่ฉฒๅฝใใJupyter Notebookใฎ่ณๆใไฟฎๆญฃๅฎไบใใพใใใฎใงใๆๆฅญ่ณๆใๅๅบฆใใฆใณใญใผใใใฆใใใ ใใใฐใไฟฎๆญฃใใใใณใผใใงๅญฆ็ฟใใใใจใใงใใพใใ
ใใใใจใใใใใพใใ
ใใใซใกใฏใๆฎๆใใณใผใใฃใณใฐ Dave Lee ใงใใ
็ธ้ใงใฏใชใใๆฐ่ฆ่ฌ็พฉใใชใผใใณใใฆ่ปฝใๅ ฑๆใใพใใ
ๆฌ่ฌ็พฉใฏใ้็บ่ ใใใผใฟๅฐ้ใญใฃใชใขใๆบๅใใใใ็พๆฅญใงๆดปๅใใฆใใๆนใๅฟ ใ็ฅใๅฟ ่ฆใใใใณใณใใฅใผใฟๅทฅๅญฆ๏ผCS็ฅ่ญ๏ผใฎๆ ธๅฟใไฝ็ณป็ใซใพใจใใ่ฌ็พฉใงใใใณใณใใฅใผใฟๅทฅๅญฆ๏ผCS็ฅ่ญ๏ผใฎๆงใ ใช็ง็ฎใฎไธญใงใ็นใซ้่ฆใชใณใณใใฅใผใฟๆง้ ใใชใใฌใผใใฃใณใฐใทในใใ ใใใใใฏใผใฏใๅน็็ใซๅญฆ็ฟใงใใใใใซใ3ใคใฎ็ง็ฎใไธใคใฎ่ฌ็พฉใงๆงๆใใพใใใใพใใๆ่ก้ขๆฅใซๅใใฆใๅ็ง็ฎใฎๆ ธๅฟๆ่ก้ขๆฅใฎ่ณชๅใจใ็นๅฅใชๅ็ญๆนๆณใๆจก็ฏ่งฃ็ญใๅซใใพใใใ
ใณใณใใฅใผใฟๅทฅๅญฆใฎ็ฅ่ญใฏใ้็บใใใผใฟๅ้ใฎๅฟ ้ ๅบ็ค็ฅ่ญใงใใใซใใใใใใใใใฎ้่ฆๆงใ่ฆ่ฝใจใใใใใจใใใใใใพใใ็งใๅจ่พบใฎ็ฅไบบใๅฎถๆใซ้็บ่ ใใใผใฟๅฐ้ๅ้ใๆบๅใใใชใใๅฟ ใ็ฟใใใใซๅผท่ชฟใใใปใฉไธญ้ทๆ็ใซๅฟ ใๅฟ ่ฆใช็่ซใงใใ
ใใใใๅใ ใฎ็ง็ฎใซใพใจใใใซใฏๅ้ใๅคใใๅฐ้ฃใ็ต้จใใๆนใๅคใใงใใใใฎใใใชๅฐ้ฃใ่งฃๆถใใใใใซใใชใณใฉใคใณ่ฌ็พฉใฎๅฝขใงใใใใซๅ ๅฎนใใพใจใใพใใใ้่ฆใชๆฆๅฟตใฏๆทฑใๆฑใใชใใใๆ็ขบใช็่งฃใๅฉใใใใใซใใพใใพใช่ชฌๆๆนๆณใๆดป็จใใพใใใ
ใใงใซ5ๅนดๅใใไฝๅบฆใๆฐใใซไฝๆฅญใใชใใใๆฐไธไบบใฎๅ่ฌ็ใ้ธใณใๅฝๅ ๆๆฐใฎITไผๆฅญใงใๆฐๅ ฅ็คพๅกๆ่ฒ่ณๆใจใใฆๆดป็จใใๆค่จผใใใ่ฌ็พฉใงใใไปๅๅใณๆฐใใซไฝๆฅญใใใฆใใๆนๅใใฆใชใผใใณใใใฎใงใใใใฉใใๆฏ้ใๅฝนใซ็ซใฆใฐๅนธใใงใใ
ๆฐ่ฆใชใผใใณๅฒๅผใๅ ฅใใพใใใ
ใใใใจใใใใใพใใ
ๆฎๆใใณใผใใฃใณใฐใใชใผใ
ใใใซใกใฏใๆฎๆใใณใผใใฃใณใฐ Dave Lee ใงใใ
่ฌ็พฉใใชใใฅใผใขใซใใ่ปฝใๅ ฑๆใใพใใ็ดๅใซใชใใฅใผใขใซใใ่ฌ็พฉใซ็ถใ
ๆฌกใฎ่ฌ็พฉใใชใใฅใผใขใซใใพใใใ
ๆขๅญใฎPythonใใใฏใจใณใใจWebๆ่กใใผใใญใฃใณใ่ฌ็พฉๅใๆฌๆ ผ็ใช้็บใฎใใใซๅฟ ใ็่งฃใใชใใใฐใชใใชใใณใขWebๆ่กๆฆๅฟตใไธญ็ดPythonๆๆณใใใใฏใจใณใๅบ็คใใพใจใใ่ฌ็พฉใฎ่ถฃๆจใซๅใใใฆๅคๆดใใพใใใๆๆฐใฎใใฌใณใใจๆ้ใฎใใซในใฟใใฏ้็บใขใผใญใใฏใใฃใๅๆ ใใ่ฌ็พฉๅ ๅฎนใๆนๅใใพใใใ
ๆฌ่ฌ็พฉใงใฏใๆฌ็ช้็บใซไธๅฏๆฌ ใชPythonใฎไธญ็ดๆๆณ๏ผไธญ็ดใชใใธใงใฏใๆๅใๅซใ๏ผใWeb/ใขใใชใฎใณใขใณใณใปใใใๆๆฐใฎใใซในใฟใใฏใขใผใญใใฏใใฃใๅนๆ็ใซๅญฆ็ฟใใใใจใใงใใพใใๆขใซๅ่ฌใใฆใใๆนใ ใใใฎใพใพใพใ่ใใใจใใงใใพใใใใขใใใใผใใใใๆ ๅใฏใใฃใใฟใผๅใซ๏ผใขใใใใผใ๏ผใ่กจ่จใใใใงใซๅญฆ็ฟใใใใฆใใๆนใใขใใใใผใใใใ้จๅใฎใฟ็ขบ่ชใๅฏ่ฝใซใชใใพใใใไปๅพใ็ถ็ถ็ใชใขใใใใผใใงๆบ่ถณใฎใใๅญฆ็ฟไฝ้จใๆไพใใพใใ
ๆฌ่ฌ็พฉใจๅๆงใซใใใฎๅพใไปใฎ่ฌ็พฉใ็ๅฎใซๆนๅใใพใใ
ใฉใใ้ข้ฃ่ฌ็พฉใใๅฝนใซ็ซใฆใฐๅนธใใงใใ
ใใใใจใใใใใพใใ
ใใใซใกใฏใๆฎๆใใณใผใใฃใณใฐ Dave Lee ใงใใ
่ฌ็พฉใใชใใฅใผใขใซใใ่ปฝใๅ ฑๆใใพใใ
็ดๅใซใชใใฅใผใขใซใใฆใใ่ฌ็พฉใซ็ถใ
[ใชใใฅใผใขใซ] ๅใใฆใฎPythonใใผใฟๅๆ๏ผ็ฐกๅ๏ผๅๅฆ็ใใใณใใๅฏ่ฆๅๅ้็จใ่ฆใใ๏ผ [ใใผใฟๅๆ/็งๅญฆ Part1]ๆฌกใฎ่ฌ็พฉใใชใใฅใผใขใซใใพใใใ
[ใชใใฅใผใขใซ]ๅใใฆใฎPythonใใทใณใฉใผใใณใฐใใผใใญใฃใณใ
ๆขๅญ่ฌ็พฉใงไธ่ถณใใฆใใ้จๅใๆนๅใใๆๆฐใฉใคใใฉใชใซๅใใใฆๆนๅใ่กใใพใใใใพใใใใๅฎๅ็ใช่ฆณ็นใใ่ฉฑใ่ฟฝๅ ใใฆ่ฌ็พฉใๆนๅใใพใใใๆขใซๅ่ฌใใฆใใๆนใ ใใใฎใพใพใพใ่ใใใจใใงใใพใใใ
ๆฌ่ฌ็พฉใจๅๆงใซใใใฎๅพใไปใฎ่ฌ็พฉใ็ๅฎใซๆนๅใใพใใ
ใฉใใ้ข้ฃ่ฌ็พฉใใๅฝนใซ็ซใฆใฐๅนธใใงใใ
ใใใใจใใใใใพใใ
ใใใซใกใฏใๆฎๆใใณใผใใฃใณใฐ Dave Lee ใงใใ
่ฌ็พฉใใชใใฅใผใขใซใใ่ปฝใๅ ฑๆใใพใใ
ใใใพใงๅคใใฎๆนใ ใๅ่ฌใใฆใใใ ใใใใ่ฆใฆใใใ ใใ่ฌ็พฉใงใใๆฌกใฎPythonใใผในใฎใใผใฟใๅๅฆ็ใๅๆใ่ฆ่ฆๅใใๆฉ่ฝใ็ใ่พผใใ ๅพใ่ฌ็พฉใๆฐใใซใชใใฅใผใขใซใใพใใใๆขๅญใฎ่ฌ็พฉใงไธ่ถณใใฆใใ้จๅใๆนๅใใใใผใฟๅ้ใฏใฉใคใใฉใชใใผใธใงใณๅฅใฎๆๆณใ็ฐใชใๅ ดๅใใใใพใใๆๆฐใฎใฉใคใใฉใชใซๅใใใฆๆนๅใใพใใใใพใใใใๅฎๅ็ใช่ฆณ็นใใ่ฉฑใ่ฟฝๅ ใใฆ่ฌ็พฉใๆนๅใใพใใใๆขใซๅ่ฌใใฆใใๆนใใใฎใพใพๅๅบฆ่ดใใใจใใงใใพใใ
ๆฌ่ฌ็พฉใจๅๆงใซใๆฌกใฎ่ฌ็พฉใไปๆๆซใ็ฎๆจใซใชใใฅใผใขใซใใไบๅฎใงใใใไปฅๅพไปใฎ่ฌ็พฉใ็ๅฎใซๆนๅใใใใพใใ
ๅใใฆใฎPythonใใทใณใฉใผใใณใฐใใผใใญใฃใณใ
ใฉใใ้ข้ฃ่ฌ็พฉใซ่ๅณใใๆใกใฎๆนใใใฒๅฝนใซ็ซใฆใฐๅนธใใงใใ
ใใใใจใใใใใพใใใใใซใกใฏใๆฎๆใใณใผใใฃใณใฐ Dave Lee ใงใใ
้ ใใชใใพใใใใๆใใพใใฆใใใงใจใใใใใพใใ็ธ้ใงใฏใชใใใใผใฟ้ข้ฃใญใฃใชใข๏ผใใผใฟใขใใชในใใใใผใฟใตใคใจใณใใฃในใใชใฉ๏ผใซใคใใฆใ้ๅฐๆป่ ใฎๆนใ ใฏใใใใใใฉใฎๆนๅใซ็จๆใใฆใใใฐใใใๆฉใใงใใๆนใๅคใใฃใใใงใใใ
ใใใงใ้ๅฐๆป่ ไผ็คพๅกใๅคงๅญฆ็๏ผๆฐๅ ฅใ3๏ฝ4ๅนด็๏ผใๅๆฅญ็๏ผๅฐฑๅญฆ็๏ผใฎๆนใ ใใ็ถๆณๅฅใซๆ้ใฎๆบๅๆนๆณใYouTubeใฎๆ ๅใซใใฆใฟใพใใใ
ๅไบบ็ใซใใผใฟๅ้ใฏใใผใฟใญใฃใชใขใ ใใงใชใใๆ่ฟ่ฉฑ้กใจใชใฃใฆใใAIใจใผใธใงใณใใใผในใฎAIใตใผใใน้็บๅ้ใพใงใๆบๅใงใใ่ฏใๅ้ใ ใจๆใใพใใใใ่ๅณใใใๆนใฏใ้ข้ฃๆ ๅใๅฝนใซ็ซใคใจใใใงใใ
ใใใใจใใใใใพใใ
ใใใซใกใฏใๆฎๆใใณใผใใฃใณใฐ Dave Lee ใงใใ
็ธ้ใงใฏใชใใๆ่ฟใฎPyTorchใใผใธใงใณใงใณใผใไธใฎๅไฝใๅฐใ็ฐใชใฃใฆ่ฆใใใใจใใใ้จๅใใใใฎใงๅ ฑๆใใพใใ
ๆ่ฟใฎ PyTorch ใใผใธใงใณใงใฏ FloatTensor() ใงใใณใฝใซไฝๆๆใซใๅใใณใฝใซใใฉใณใใ ใชๅคใงใฏใชใใ0 ใซๅๆๅใใพใใ
๏ผๅ ้จใกใขใชใๅฒใๅฝใฆใใๅคใๅฅใซโ0โใใฉใณใใ ๅคใซๅๆๅใใชใใใใใฉใณใใ ใซ่ฆใใๅค๏ผๅฎ้ใซใฏใกใขใชใซๆฎใฃใฆใใใดใ๏ผๅค๏ผใๅ ฅใฃใใใฎใงใใใใใใใๆๆฐใใผใธใงใณใงใฏๅผทๅถ็ใซ0ใซๅๆๅใใใใใซใใฆใใพใใ๏ผ
ใใใใฃใฆใ็นๅฎใฎๅคใไปปๆใซๆๅฎใใฆใใณใฝใซใไฝๆใใใๅ็ดใใณใฝใซ็ๆๆใซใฏๅใใณใฝใซๅบๅๆใซใฉใณใใ ๅคใงใฏใชใใๅๆๅคใซ0ใๆๅฎใใใๅบๅใใใจใใซ0ใจใชใใใใซใชใใใใใฏๆญฃๅธธๅไฝใชใฎใงใใฎ้จๅใฎใฟๅ่ใซ่ฆใใฐใใใใใงใใ
ใใฎ้จๅใฏใณใผใ่ณๆใซใไปๆฅใฎ่ชฌๆใๅ ฅใใฆๅ จไฝ่ณๆๆดๆฐใใพใใใ
ใใใใจใใใใใพใใ
ๆฎๆใใณใผใใฃใณใฐ Dave Lee Dream
ใใใซใกใฏใๆฎๆใใณใผใใฃใณใฐใฎDave Leeใงใใ
้ใใฏใใใพใใใใไปๅใฏSQLๅญฆ็ฟใฎใใใฎๆฐใใใญใผใใใใใ็จๆใใฆ็ใใใซๅ ฑๆใใพใ๏ผ
SQLใจใณใใใผใจใณใ๏ผw/ๆฎๅทฎใใณใผใใฃใณใฐ๏ผ ๏ผ https://www.inflearn.com/roadmaps/6724
SQLใฏใใใผใฟใจ้็บใฎไธกๆนใฎๅ้ใงไธๅฏๆฌ ใชใใผใซใงใใๆ่ฟใงใฏSQLใณใผใใฃใณใฐใในใใๅขใใฆใใพใใใๆใฃใใใๅคๆงใชๆๆณใจๆฆๅฟตใ็ตใฟๅใใใฆๅธๆใฎใฏใจใชใไฝๆใใใใจใๅฎนๆใงใฏใชใใจใใๆนใๅคใใงใใ SQLใๅนๆ็ใซใในใฟใผใใใซใฏใๅฎ้ใฎๅ้กใ่งฃๆฑบใใใใพใใพใชใฏใจใชใๆธใ็ต้จใ็ฉใใฎใๆ้ใฎๆนๆณใงใใ
ใใฎใญใผใใใใใงใฏใใใผใฟใใผในใฎๅบ็คๆฆๅฟตใใๅบๆฌใจไธญ็ดใฎSQLๆๆณใใซใใผใใ101ใฎๅฎ่ทต็ใชๅ้กใงSQLใไฝ็ณป็ใซๆด็ใงใใใใใซ่จญ่จใใพใใใๆฌกใฎ2ใคใฎ่ฌ็พฉใใพใจใใฆ30๏ผ ๅฒๅผใพใง้ฉ็จใใใฎใงใSQLใ็ขบๅฎใซๅบใใใๆนใซใใใใใงใใ
[2024ใชใใฅใผใขใซ]ๅใใฆใฎSQLใจใใผใฟใใผใน๏ผMySQL๏ผใใผใใญใฃใณใ[ๅ ฅ้ใใๆดป็จใพใง]
[2024 ๆฐ่ฆ่ฌ็พฉ] ไธญ็ดSQLใจๅฎๆฆใใผใฟๅๆ 101 ๅ้ก่งฃๆฑบ [ใใผใฟๅๆ/็งๅญฆ Part1]
SQLใไฝ็ณป็ใซๆด็ใใใๆนใซใๅฝนใซ็ซใฆใฐๅนธใใงใใ
ใใใใจใใใใใพใใ
