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 | ![]() |