110-1-NTU-DBME5028
Useful materials and tutorials for 110-1 NTU DBME5028 (Application of Deep Learning in Medical Imaging)
Related Material
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It is recommended to be familiar with Python programming, Data structure, Algorithm, and Basic machine learning/ deep learning concepts before you take this class.
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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)
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Basic PyTorch tutorial link.
Material for this class
20211006 Pre-test explanation
Please refer to the link.