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Soo Kyung Kim

Department of AI

AI-IOT (Lecture3)๏ฟฝ

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Weekly Plan

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Todayโ€™s topic

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Deep Learning Framework

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Deep Learning Library

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Deep Learning Libraries

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TensorFlow VS PyTorch

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TensorFlow VS PyTorch

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Alternatives

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Neural Network

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Neuron

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Artificial Neuron

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Artificial Neuron

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Artificial Neuron

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Artificial Neuron

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Artificial Neuron

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Artificial Neuron

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Artificial Neuron

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Artificial Neuron

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Artificial Neuron

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Artificial Neuron

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Artificial Neuron

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Artificial Neuron

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Artificial Neuron

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Training

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Training

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Artificial Neuron

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Artificial Neuron ๐Ÿกบ Back-propagation

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Autograd (in PyTorch)

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In Practice

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Math Program as DAG (Directed Acyclic Graph)

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Math Program as DAG

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Math Program as DAG

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Math Program as DAG

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Math Program as DAG

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Math Program as DAG

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Math Program as DAG

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Paper

  • ๋“ฑ์žฌ(ํ›„๋ณด) ํ•™์ˆ ์ง€ ๋ชฉ๋ก

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Pytorch in CONDA ENVIRONMENT

conda create --name pytorch_env python=3.9๏ฟฝconda activate pytorch_env

conda install pytorch torchvision torchaudio cpuonly -c pytorch

pip install jupyterlab numpy

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Tutorial โ€“ AIOT_Lab3

https://colab.research.google.com/drive/1oQUefrcY27RO1d8c34WzsPBNDWtN_RKh?usp=sharing

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https://github.com/fastscience-ai/AIOT_2025/blob/main/aiot_pytorch.ipynb

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