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This is an introduction course to the first year undergraduates taught at Fudan University.
- Course: Road to Scientific Research: Powerful Computer Applications （XDSY118019.01）
- Lecturers: Prof. Yi-Xin Liu
- Schedule: 18:30 - 21:05, Thursday
- Classroom: H2205
- Lecturer: Prof. Yi-Xin Liu
- Topics
- Introduction to the syllabus
- Setup working environment
- Lecturer: Prof. Yi-Xin Liu
- Materials
- Jupyter notebook 01_python_basics.ipynb.
- Topics
- What is programming?
- How to learn programming
- Why Python?
- Keyword, literals, variables, operators, control flow
- Lecturer： Prof. Yi-Xin Liu
- Materials
- Jupyter notebook 01_python_basics.ipynb.
- Topics
- Data structures, function, class, module
- Coding sessions
- Lecturer: Prof. Yi-Xin Liu
- Materials
- Jupyter notebook 02_python_scientific_computing.ipynb.
- Topics
- Lecturer: Prof. Yi-Xin Liu
- Materials
- Slides
- Deep learning videos: 3Blue1Brown neural networks series
- PyTorch videos: PyTorch beginner series
- Jupyter notebook 03_python_deep_learning.ipynb
- Topics
- Introduction to deep learning
- Deep learning in Python with PyTorch
- Coding session
- Lecturer: Prof. Yi-Xin Liu
- Materials
- Topics
- Introduction to Matlab
- Symbolic computing in Mathematica
- Lecturer: Prof. Yi-Xin Liu
- Materials:
- Slides
- Jupyter notebook: 04_python_plotting.ipynb
- Jupyter notebook: 05_python_images.ipynb
- Matlab script: Rendering volume
- Topics:
matplotlibfor line arts and 2D graphics.- Matlab for 3D visualization.
- Coding session
- Lecturer: Prof. Yi-Xin Liu
- Materials
- Topics:
- git
- github.com
- Reference managers: Paperpile and Zotero
- Lecturer: Prof. Yi-Xin Liu
- Materials
- Topics:
Q&A Session
TBA