Useful materials and tutorials for 110-1 NTU DBME5028 (Application of Deep Learning in Medical Imaging)

• It is recommended to be familiar with Python programming, Data structure, Algorithm, and Basic machine learning/ deep learning concepts before you take this class.

• You must be familiar with several common python libraries (Numpy, Pandas, PyTorch, Scikit-learn, Matplotlib...), which enables you to easily start a deep learning project.

• Here are some online classes for you to learn those prerequisite skills.

  • NTU CSIE Data structure (DSA) (Prof. Hsuan-Tien Lin)
  • NTU CSIE Algorithm (ADA) (Prof. Yun-Nung Chen)
  • NTU CSIE Machine Learning (Prof. Hsuan-Tien Lin)
  • NTU EE Machine Learning (~DL) (Prof. Hung-Yi Lee)

• Basic PyTorch tutorial link.