# NumPy & Pandas ํŠœํ† ๋ฆฌ์–ผ ## ๐Ÿ“š ๊ฐœ์š” ์ด ํด๋”์—๋Š” NumPy์™€ Pandas๋ฅผ ํ•™์Šตํ•˜๊ธฐ ์œ„ํ•œ Jupyter Notebook ํ˜•์‹์˜ ํŠœํ† ๋ฆฌ์–ผ์ด ํฌํ•จ๋˜์–ด ์žˆ์Šต๋‹ˆ๋‹ค. ๋งˆํฌ๋‹ค์šด ์›๋ณธ ํŒŒ์ผ์€ `markdown/` ํด๋”์—์„œ ์ฐพ์„ ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ## ๐Ÿ“ ํŒŒ์ผ ๊ตฌ์กฐ - **Jupyter Notebook ํŒŒ์ผ**: - `01_numpy_basic_arrays.ipynb` - NumPy ๊ธฐ์ดˆ ๋ฐฐ์—ด ์ƒ์„ฑ - `02_numpy_indexing_slicing.ipynb` - NumPy ์ธ๋ฑ์‹ฑ๊ณผ ์Šฌ๋ผ์ด์‹ฑ - `03_pandas_series_basics.ipynb` - Pandas Series ๊ธฐ์ดˆ - `04_pandas_dataframe_basics.ipynb` - Pandas DataFrame ๊ธฐ์ดˆ - `05_data_analysis_titanic.ipynb` - ์‹ค์ „ ๋ฐ์ดํ„ฐ ๋ถ„์„ - `README_numpy_pandas.ipynb` - ํŠœํ† ๋ฆฌ์–ผ ๊ฐ€์ด๋“œ - **๋งˆํฌ๋‹ค์šด ์›๋ณธ ํŒŒ์ผ** (`markdown/` ํด๋”): - ์œ„ ํŒŒ์ผ๋“ค์˜ ๋งˆํฌ๋‹ค์šด ๋ฒ„์ „ ## ๐Ÿš€ ์‹œ์ž‘ํ•˜๊ธฐ ### ํ•„์ˆ˜ ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ ์„ค์น˜ ```bash pip install numpy pandas matplotlib seaborn scipy jupyter ``` ### Jupyter Notebook ์‹คํ–‰ ```bash # ํ˜„์žฌ ํด๋”์—์„œ Jupyter Notebook ์„œ๋ฒ„ ์‹คํ–‰ jupyter notebook ``` ## ๐Ÿ“– ํ•™์Šต ์ˆœ์„œ 1. `01_numpy_basic_arrays.ipynb` - NumPy ๊ธฐ์ดˆ ๋ฐฐ์—ด ์ƒ์„ฑ 2. `02_numpy_indexing_slicing.ipynb` - NumPy ์ธ๋ฑ์‹ฑ๊ณผ ์Šฌ๋ผ์ด์‹ฑ 3. `03_pandas_series_basics.ipynb` - Pandas Series ๊ธฐ์ดˆ 4. `04_pandas_dataframe_basics.ipynb` - Pandas DataFrame ๊ธฐ์ดˆ 5. `05_data_analysis_titanic.ipynb` - ์‹ค์ „ ๋ฐ์ดํ„ฐ ๋ถ„์„ ## ๐Ÿ”ง ๊ฐœ๋ฐœ ํ™˜๊ฒฝ ### ๊ถŒ์žฅ ํ™˜๊ฒฝ - **Python**: 3.8 ์ด์ƒ - **Jupyter Notebook**: ๋Œ€ํ™”ํ˜• ํ•™์Šต - **VS Code**: ์ฝ”๋“œ ํŽธ์ง‘ ๋ฐ ๋””๋ฒ„๊น… (Jupyter ํ™•์žฅ ํ”„๋กœ๊ทธ๋žจ ์„ค์น˜) - **Google Colab**: ํด๋ผ์šฐ๋“œ ๊ธฐ๋ฐ˜ ๋ฌด๋ฃŒ ํ™˜๊ฒฝ ### ๊ธฐ๋ณธ ์„ค์ • ```python import numpy as np import pandas as pd import matplotlib.pyplot as plt import seaborn as sns # ํ•œ๊ธ€ ํฐํŠธ ์„ค์ • (ํ•„์š”์‹œ) plt.rcParams['font.family'] = 'DejaVu Sans' plt.rcParams['axes.unicode_minus'] = False ``` ## ๐Ÿ“š ์ถ”๊ฐ€ ์ž๋ฃŒ ### ๊ณต์‹ ๋ฌธ์„œ - [NumPy ๊ณต์‹ ๋ฌธ์„œ](https://numpy.org/doc/stable/) - [Pandas ๊ณต์‹ ๋ฌธ์„œ](https://pandas.pydata.org/docs/) - [Matplotlib ๊ณต์‹ ๋ฌธ์„œ](https://matplotlib.org/) - [Seaborn ๊ณต์‹ ๋ฌธ์„œ](https://seaborn.pydata.org/) --- **Happy Learning! ๐Ÿš€** *๋งˆ์ง€๋ง‰ ์—…๋ฐ์ดํŠธ: 2024๋…„*