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๊ฐ•์˜์†Œ๊ฐœ
Open
์˜ค๋ฆฌ์—”ํ…Œ์ด์…˜
[๊ฐ•์˜]
2024/09/04
#1_Introduction_to_the_Course.pdf
Python ๊ธฐ์ดˆ
Open
NumPy, Pandas
[๊ฐ•์˜&์‹ค์Šต]
2024/09/11
#2_NumPy.pptx
#3_Pandas.pptx
1_numpy_arrays_inst.html
2_pandas_objects_inst.html
Open
NumPy, Pandas ์˜จ๋ผ์ธ ๊ฐ•์ขŒ ์ด์ˆ˜ํ•˜๊ธฐ
[๊ณผ์ œ]
2024/09/25
ํ™”๋ฉด ์บก์ฒ˜ 2024-09-25 114920.png์Šคํฌ๋ฆฐ์ƒท 2024-09-20 153007.png
https://www.dataquest.io/course/pandas-fundamentals/
์ œ์ถœ๋ฌผ_ํ”„๋กœํ•„_์•ˆํ˜„.png
์ด์˜์šฐ.zip
KakaoTalk_20240914_133339061.png์ตœํ˜„๋ฒ”.png
์˜ค์ง€์—ฐ_NumPy, Pandas ์˜จ๋ผ์ธ ๊ฐ•์ขŒ ์ด์ˆ˜.zip
๊ฒฐ์ธก์น˜ ์ฒ˜๋ฆฌ
Open
๊ฒฐ์ธก์น˜ ์ฒ˜๋ฆฌ ๊ธฐ์ดˆ ์‹ค์Šต
[๊ฐ•์˜&์‹ค์Šต]
2024/10/02
#4_Handling_Missing_Data.pdf
3_handling_missing_data.html
4_data_imputation.html
AirQualityUCI_refined.csv
Open
k-NN (k-Nearest Neighbors)
[์„ธ๋ฏธ๋‚˜&๋ฐ๋ชจ]
2024/10/16
๋ฐœํ‘œ์ž๋ฃŒ
Open
MICE (Multiple Imputation by Chained Equations)
[์„ธ๋ฏธ๋‚˜&๋ฐ๋ชจ]
2024/10/16
๋ฐœํ‘œ์ž๋ฃŒ
์ด์ƒ์น˜ ์ฒ˜๋ฆฌ
Open
์ด์ƒ์น˜ ์ฒ˜๋ฆฌ ๊ธฐ์ดˆ ์‹ค์Šต
[๊ฐ•์˜&์‹ค์Šต]
2024/10/23
#5_Outlier_Detection.pdf
5_outlier_detection_inst.ipynb
AirQualityUCI_refined.csv
Open
๋ ˆ๋ฒ„๋ฆฌ์ง€์™€ ์•„์›ƒ๋ผ์ด์–ด (๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธ์Šค์Šค์ฟจ)
[์„ธ๋ฏธ๋‚˜&๋ฐ๋ชจ]
2024/10/30
์ฐธ๊ณ ๋ฌธํ—Œ(๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธ์Šค์Šค์ฟจ).html
๋ฐœํ‘œ์ž๋ฃŒ
Open
DBSCAN
[์„ธ๋ฏธ๋‚˜&๋ฐ๋ชจ]
2024/10/30
๋ฐœํ‘œ์ž๋ฃŒ
Open
Isolation Forest
[์„ธ๋ฏธ๋‚˜&๋ฐ๋ชจ]
2024/10/30
์‹ ํ˜ธ ์ฒ˜๋ฆฌ
Open
์‚ฌ์šด๋“œ ํ”„๋กœ์„ธ์‹ฑ ๊ธฐ์ดˆ (๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธ์Šค์Šค์ฟจ)
[์„ธ๋ฏธ๋‚˜&๋ฐ๋ชจ]
2024/11/27
๋ฐœํ‘œ์ž๋ฃŒ
Open
ํ‘ธ๋ฆฌ์— ๋ณ€ํ™˜๊ณผ ์ŠคํŽ™ํŠธ๋Ÿผ (๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธ์Šค์Šค์ฟจ)
[์„ธ๋ฏธ๋‚˜&๋ฐ๋ชจ]
2024/11/27
๋ฐœํ‘œ์ž๋ฃŒ
ํŠน์ง• ๊ณตํ•™
Open
ํŠน์ง• ๊ณตํ•™ ๊ธฐ์ดˆ ์‹ค์Šต
[๊ฐ•์˜&์‹ค์Šต]
2024/12/04
์ž์—ฐ์–ด ์ฒ˜๋ฆฌ
Open
NLTK ์ž์—ฐ์–ด ์ฒ˜๋ฆฌ ํŒจํ‚ค์ง€ (๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธ์Šค์Šค์ฟจ)
[์„ธ๋ฏธ๋‚˜&๋ฐ๋ชจ]
Open
KoNLPy ์ž์—ฐ์–ด ์ฒ˜๋ฆฌ ํŒจํ‚ค์ง€ (๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธ์Šค์Šค์ฟจ)
[์„ธ๋ฏธ๋‚˜&๋ฐ๋ชจ]
Open
๋น„๋Œ€์นญ ๋ฐ์ดํ„ฐ ๋ฌธ์ œ (๋ฐ์ดํ„ฐ์‚ฌ์ด์–ธ์Šค์Šค์ฟจ)
[์„ธ๋ฏธ๋‚˜&๋ฐ๋ชจ] Positive/Negative ์‚ฌ๋ก€ ์ˆ˜๊ฐ€ ๋น„๋Œ€์นญ์ ์ผ ๋•Œ ์‚ฌ์šฉํ•˜๋Š” ๊ธฐ๋ฒ•๋“ค
Open
t-SNE (t-distributed Stochastic Neighbor Embedding)
[์„ธ๋ฏธ๋‚˜&๋ฐ๋ชจ] PCA๋ฅผ ๋Œ€์ฒดํ•˜๋Š” ์ฐจ์›์ถ•์†Œ ๋ฐ ์‹œ๊ฐํ™” ๊ธฐ๋ฒ•
StatQuest: t-SNE, Clearly Explained
https://www.datacamp.com/tutorial/introduction-t-sne
SOTA ๋ฐ์ดํ„ฐ ์—”์ง€๋‹ˆ์–ด๋ง ๊ธฐ์ˆ 
Open
Active Learning
[์„ธ๋ฏธ๋‚˜&๋ฐ๋ชจ] ๋ ˆ์ด๋ธ”๋ง ์ž๋™ํ™” ๊ธฐ์ˆ 
https://towardsdatascience.com/active-learning-5b9d0955292d
Open
DCGAN Tutorial (PyTorch)
[์„ธ๋ฏธ๋‚˜&๋ฐ๋ชจ] DCGAN์„ ์ด์šฉํ•œ ๋ฐ์ดํ„ฐ ์ฆ๊ฐ•
https://pytorch.org/tutorials/beginner/dcgan_faces_tutorial.html#dcgan-tutorial
Open
EEG-Based Brain-Computer Interfaces Using Motor-Imagery: Techniques and Challenges, Sensors, 2019.
[๋…ผ๋ฌธ ์„ธ๋ฏธ๋‚˜] ๋™์ž‘ ์ƒ์ƒ ๊ธฐ๋ฐ˜์˜ Brain-Computer Interface๋ฅผ ์œ„ํ•œ EEG ๋‡ŒํŒŒ ์‹ ํ˜ธ ์ฒ˜๋ฆฌ ๋ฐฉ๋ฒ•๋“ค์„ ์ œ์•ˆ
sensors-19-01423.pdf
Open
Topological Data Analysis
[์„ธ๋ฏธ๋‚˜&๋ฐ๋ชจ] ๋ฐ์ดํ„ฐ์˜ ๊ตฌ์กฐ๋ฅผ ์œ„์ƒ์ˆ˜ํ•™ ๊ด€์ ์—์„œ ๋ถ„์„ํ•˜๋Š” ๋ฐฉ๋ฒ•
https://dacon.io/en/codeshare/3733
https://github.com/postech-minds/postech-minds/blob/main/tutorials/%5BGTDA_TUTO%5D01-Introduction_to_TDA.ipynb
๊ธฐํƒ€
Open
Model Drift (Change Point Detection)
Open
XAI
Open
๊ต์ฐจ๊ฒ€์ฆ
Open
๋‹ค์ค‘๊ณต์„ ์„ฑ๊ณผ ๋ณ€์ˆ˜ ์„ ํƒ