/deeplearning_basics

sogang univeristy electoric engineering VDSL

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Deep Learning Basics

๐Ÿซ Sogang Univeristy, Department of Electronic Engineering

  • pytorch๋ฅผ ์ด์šฉํ•œ ๋”ฅ๋Ÿฌ๋‹ ๊ธฐ์ดˆ ํ•™์Šต

CoLab files

์‹ค์Šต 0

  • ํŒŒ์ด์ฌ ๊ธฐ์ดˆ ๋ฌธ๋ฒ• ๋ฐ ์˜ˆ์ œ Open In Colab

์‹ค์Šต 1

  • CoLab ์‚ฌ์šฉ๋ฐฉ๋ฒ• Open In Colab

  • ์˜ˆ์ œ1 (SLP) Open In Colab

  • ์˜ˆ์ œ2 (MLP) Open In Colab

  • ์˜ˆ์ œ3 (Overfitting) Open In Colab

์‹ค์Šต 2

  • ์˜ˆ์ œ1 (MLP๋ฅผ ์ด์šฉํ•œ ๊ธ€์ž ์ธ์‹) Open In Colab

  • ์˜ˆ์ œ2 (CNN์„ ์ด์šฉํ•œ ๊ธ€์ž ์ธ์‹) Open In Colab

  • ์˜ˆ์ œ3 (CNN์„ ์ด์šฉํ•œ ์ด๋ฏธ์ง€ ๋ถ„๋ฅ˜) Open In Colab

  • ์˜ˆ์ œ4 (Pretrained model์„ ์ด์šฉํ•œ ์ด๋ฏธ์ง€ ๋ถ„๋ฅ˜) Open In Colab

์‹ค์Šต 3

  • RNN Open In Colab

์‹ค์Šต 4

  • VAE & GAN Open In Colab