Folder Structure

• beginner
  • Day 1
  • Day 2

    • 2일차 ipynb 노트북 버전 파일 업로드하였습니다.(로컬환경에서는 패키지 설치과정이 달라 따로 진행하셔야하고, colab에서는 바로 실행 가능합니다.) beginner->Day2폴더 안에 .ipynb 확장자로 업로드해놓았습니다.

    • Orientation PPT Link: https://github.com/kaicd/ai_drug_development_2020/blob/master/beginner/day2/2일차_orientation.pdf

    • PPT Link : https://github.com/kaicd/ai_drug_development_2020/blob/master/beginner/day2/2%EC%9D%BC%EC%B0%A8_Molecule%20Representations_%ED%99%8D%EC%84%B1%EC%9D%80_%EC%97%B0%EA%B5%AC%EC%9B%90.pdf

    • Code Links:

      • EDA: https://github.com/kaicd/ai_drug_development_2020/blob/master/beginner/day2/Molecular_Visualization_using_RDkit.ipynb
      • DeepChem: https://github.com/kaicd/ai_drug_development_2020/blob/master/beginner/day2/DeepChem_%EB%9D%BC%EC%9D%B4%EB%B8%8C%EB%9F%AC%EB%A6%AC%EB%A5%BC_%ED%99%9C%EC%9A%A9%ED%95%9CSolubility_Modeling.ipynb
      • Pytorch Prediction: https://github.com/kaicd/ai_drug_development_2020/blob/master/beginner/day2/Pytorch%EB%A5%BC_%EC%82%AC%EC%9A%A9%ED%95%9C_QSAR_%EB%AA%A8%EB%8D%B8_%EA%B5%AC%EC%B6%95Prediction.ipynb
      • Pytorch Classification: https://github.com/kaicd/ai_drug_development_2020/blob/master/beginner/day2/Pytorch%EB%A5%BC_%EC%82%AC%EC%9A%A9%ED%95%9C_QSAR_%EB%AA%A8%EB%8D%B8_%EA%B5%AC%EC%B6%95Classification2.ipynb
  • Day 3
    • Orientation PPT Link: https://github.com/kaicd/ai_drug_development_2020/blob/master/beginner/day3/3일차_orientation_김수헌_연구원.pdf
    • PPT Link :
      • GraphDTA : https://github.com/kaicd/ai_drug_development_2020/blob/master/beginner/day3/3%E1%84%8B%E1%85%B5%E1%86%AF%E1%84%8E%E1%85%A1_GraphDTA_%E1%84%8B%E1%85%B5%E1%84%92%E1%85%A7%E1%86%AB%E1%84%89%E1%85%AE_%E1%84%8B%E1%85%A7%E1%86%AB%E1%84%80%E1%85%AE%E1%84%8B%E1%85%AF%E1%86%AB.pdf
      • Generative Model : https://github.com/kaicd/ai_drug_development_2020/blob/master/beginner/day3/3%E1%84%8B%E1%85%B5%E1%86%AF%E1%84%8E%E1%85%A1_What%20is%20Generative%20Model_%E1%84%87%E1%85%A1%E1%86%BC%E1%84%8C%E1%85%AE%E1%86%AB%E1%84%8B%E1%85%B5%E1%86%AF_%E1%84%8B%E1%85%A7%E1%86%AB%E1%84%80%E1%85%AE%E1%84%8B%E1%85%AF%E1%86%AB.pdf
    • Code Links:
      • GraphDTA : https://bit.ly/33aJfZp
      • VAE : https://github.com/kaicd/ai_drug_development_2020/blob/master/beginner/day3/VAE%EC%8B%A4%EC%8A%B5.ipynb (https://nextjournal.com/kaicd/vae_v4/)
• advanced
  • Day 1
  • Day 2
  • Day 3