파이썬 고급 프로그래밍
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- 공학 >컴퓨터ㆍ통신 >소프트웨어공학
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- 강의학기
- 2024년 2학기
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- 강의계획서
- 강의계획서
파이썬 고급 프로그래밍 - Object-oriented programming, NumPy, Pandas, Matplotlib, Seaborn, OpenCV, Algorithm, Data Structure, Graph and Related Graph Algorithms, Python parallel / concurrent processing, thread, generator, Python program performance enhancement
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Overview of object-oriented programming, Python class and instance
차시별 강의
| 1. | |
Overview of object-oriented programming, Python class and instance | Overview of object-oriented programming, Python class and instance |  |
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Python class attribute, operator, user-defined Python class | Python class attribute, operator, user-defined Python class | |
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Inheritance of Python class | Inheritance of Python class | |
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User defined Python class | User defined Python class | |
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| 2. | |
NumPy (1) | n-dimensional array (ndarray) | |
| 2. | |
ndarray creation and applications | ndarray creation and applications | |
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NumPy (2) | universal function (ufunc) | |
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NumPy (3) | linear algebra | |
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| 3. | |
Pandas | Pandas-based data analysis | |
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MatplotLib | Python-based data visualization MatplotLib | |
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Seaborn | Seaborn | |
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OpenCV | OpenCV-based video processing | |
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| 4. | |
Well-known algorithm, performance enhancement, divide and conquer | Well-known algorithm, performance enhancement, divide and conquer | |
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Dynamic programming, Knapsack Problem | Dynamic programming, Knapsack Problem | |
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Well-known Data structure, Heap Priority Queue, Hash Map | Well-known Data structure, Heap Priority Queue, Hash Map | |
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Graph, DFS, BDS, Dijkstra Shortest Path Search | Graph, DFS, BDS, Dijkstra Shortest Path Search | |
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| 5. | |
Python parallel / concurrent processing, thread, generator | Python parallel / concurrent processing, thread, generator | |
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Python thread, multi-process | Python thread, multi-process | |
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Python Socket Communicaton, Text chatting | Python Socket Communicaton, Text chatting | |
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| 6. | |
Python-based AI, ML | Python-based AI, ML | |
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Python-based Deep Learning | Python-based Deep Learning | |
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Python-based Reinforcement Learning | Python-based Reinforcement Learning | |
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| 7. | |
Python program performance enhancement, Numba JIT | Python program performance enhancement, Numba JIT (Just In Time) | |
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C++-based Python module, PyCppExt | C++-based Python module, PyCppExt | |
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PyCppExt sort, mtrx | PyCppExt sort, mtrx | |
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CUDA, GPU, PyTorch-based Python Program Performance Enhancement | CUDA, GPU, PyTorch-based Python Program Performance Enhancement | |
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| 8. | |
Lecture summary | Lecture summary | |
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