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diff --git a/_post_refer_img/TextAnalytics/10-01.png b/_post_refer_img/TextAnalytics/10-01.png
diff --git a/_post_refer_img/TextAnalytics/10-02.png b/_post_refer_img/TextAnalytics/10-02.png
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diff --git a/_post_refer_img/TextAnalytics/10-04.png b/_post_refer_img/TextAnalytics/10-04.png
diff --git a/_post_refer_img/TextAnalytics/10-05.png b/_post_refer_img/TextAnalytics/10-05.png
diff --git a/_posts/BayesianModeling/2024-07-17-MCMC.md b/_posts/BayesianModeling/2024-07-17-MCMC.md
@@ -244,6 +244,6 @@ image:
 
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-### 이미지 출처
+### Reference
 
 - https://www.statlect.com/fundamentals-of-statistics/Markov-Chain-Monte-Carlo
diff --git a/_posts/BayesianModeling/2024-07-20-Multi_Armed_Bandits.md b/_posts/BayesianModeling/2024-07-20-Multi_Armed_Bandits.md
@@ -121,7 +121,7 @@ image:
 
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-### 이미지 출처
+### Reference
 
 - https://multithreaded.stitchfix.com/blog/2020/08/05/bandits/
 - https://link.springer.com/article/10.1007/s10489-023-04955-0?fromPaywallRec=false
diff --git a/_posts/DeepLearning/2024-01-24-Optimizer.md b/_posts/DeepLearning/2024-01-24-Optimizer.md
@@ -229,6 +229,6 @@ $$
 
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 - https://towardsdatascience.com/an-intuitive-explanation-of-gradient-descent-83adf68c9c33
diff --git a/_posts/DeepLearning/2024-01-26-RNN.md b/_posts/DeepLearning/2024-01-26-RNN.md
@@ -113,6 +113,6 @@ image:
 
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 - https://dgkim5360.tistory.com/entry/understanding-long-short-term-memory-lstm-kr
diff --git a/_posts/ImageAnalytics/2024-08-16-VAE.md b/_posts/ImageAnalytics/2024-08-16-VAE.md
@@ -182,6 +182,6 @@ image:
 
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-### 이미지 출처
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 - https://velog.io/@jochedda/%EB%94%A5%EB%9F%AC%EB%8B%9D-Autoencoder-%EA%B0%9C%EB%85%90-%EB%B0%8F-%EC%A2%85%EB%A5%98
diff --git a/_posts/MachineLearning/2024-01-01-Data_Science.md b/_posts/MachineLearning/2024-01-01-Data_Science.md
@@ -141,7 +141,7 @@ image:
 
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+### Reference
 
 - https://www.spotfire.com/glossary/what-is-regression-analysis
 - https://www.engati.com/glossary/classification-algorithm

diff --git a/_posts/MachineLearning/2024-01-05-k_NN.md b/_posts/MachineLearning/2024-01-05-k_NN.md
@@ -153,6 +153,6 @@ image:
 
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 - https://076923.github.io/posts/Python-opencv-43/
diff --git a/_posts/MachineLearning/2024-01-06-SVM.md b/_posts/MachineLearning/2024-01-06-SVM.md
@@ -424,7 +424,7 @@ f(\overrightarrow{q})
 
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-## 이미지 출처
+## Reference
 
 - https://velog.io/@shlee0125
 - https://medium.com/@niousha.rf/support-vector-regressor-theory-and-coding-exercise-in-python-ca6a7dfda927
diff --git a/_posts/MachineLearning/2024-01-07-Clustering.md b/_posts/MachineLearning/2024-01-07-Clustering.md
@@ -143,7 +143,7 @@ image:
 
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 - https://www.scaler.com/topics/supervised-and-unsupervised-learning/
 - https://towardsdatascience.com/a-brief-introduction-to-unsupervised-learning-20db46445283

diff --git a/_posts/MachineLearning/2024-01-08-k_Means.md b/_posts/MachineLearning/2024-01-08-k_Means.md
@@ -91,7 +91,7 @@ image:
 
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 - https://ai-times.tistory.com/158
 - https://github.com/pilsung-kang/multivariate-data-analysis/blob/master/09%20Clustering/09-2_K-Means%20Clustering.pdf

diff --git a/_posts/MachineLearning/2024-01-09-DBSCAN.md b/_posts/MachineLearning/2024-01-09-DBSCAN.md
@@ -87,7 +87,7 @@ $$
 
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+### Reference
 
 - https://ai.plainenglish.io/dbscan-density-based-clustering-aaebd76e2c8c
 - https://journals.sagepub.com/doi/10.1177/1748301817735665
diff --git a/_posts/MachineLearning/2024-01-10-Hierarchical_Clustering.md b/_posts/MachineLearning/2024-01-10-Hierarchical_Clustering.md
@@ -103,7 +103,7 @@ image:
 
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-### 이미지 출처
+### Reference
 
 - https://towardsdatascience.com/hierarchical-clustering-explained-e59b13846da8
 - https://harshsharma1091996.medium.com/hierarchical-clustering-996745fe656b
diff --git a/_posts/MachineLearning/2024-01-12-PCA.md b/_posts/MachineLearning/2024-01-12-PCA.md
@@ -209,6 +209,6 @@ image:
 
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+### Reference
 
 - http://alexhwilliams.info/itsneuronalblog/2016/03/27/pca/
diff --git a/_posts/Microeconomics/2019-07-15-What_Micro.md b/_posts/Microeconomics/2019-07-15-What_Micro.md
@@ -202,7 +202,7 @@ image:
 
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+### Reference
 
 - https://policonomics.com/supply-and-demand/
 - https://thismatter.com/economics/supply.htm
diff --git a/_posts/Microeconomics/2019-07-16-Consumer_Theory_1.md b/_posts/Microeconomics/2019-07-16-Consumer_Theory_1.md
@@ -170,6 +170,6 @@ $$
 
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 - https://enotesworld.com/price-budget-line-or-budget-constraint/
diff --git a/_posts/RecommenderSystem/2024-01-18-What_RecSys.md b/_posts/RecommenderSystem/2024-01-18-What_RecSys.md
@@ -118,7 +118,7 @@ image:
 
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 - https://www.idownloadblog.com/2016/04/26/youtube-new-homepage-design/
 - https://towardsdatascience.com/essentials-of-recommendation-engines-content-based-and-collaborative-filtering-31521c964922
diff --git a/_posts/RecommenderSystem/2024-02-01-CF.md b/_posts/RecommenderSystem/2024-02-01-CF.md
@@ -109,7 +109,7 @@ image:
 
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-### 이미지 출처
+### Reference
 
 - https://towardsdatascience.com/essentials-of-recommendation-engines-content-based-and-collaborative-filtering-31521c964922
 - https://buomsoo-kim.github.io/recommender%20systems/2020/09/25/Recommender-systems-collab-filtering-12.md/
diff --git a/_posts/RecommenderSystem/2024-02-15-LFM.md b/_posts/RecommenderSystem/2024-02-15-LFM.md
@@ -126,7 +126,7 @@ image:
 
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-### 이미지 출처
+### Reference
 
 - https://towardsdatascience.com/essentials-of-recommendation-engines-content-based-and-collaborative-filtering-31521c964922
 - https://buomsoo-kim.github.io/recommender%20systems/2020/09/25/Recommender-systems-collab-filtering-12.md/
diff --git a/_posts/RegressionAnalysis/2024-07-09-Regression_Coefficient_Estimation.md b/_posts/RegressionAnalysis/2024-07-09-Regression_Coefficient_Estimation.md
@@ -261,6 +261,6 @@ image:
 
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+### Reference
 
 - https://medium.com/@luvvaggarwal2002/linear-regression-in-machine-learning-9e8af948d3eb
diff --git a/_posts/RegressionAnalysis/2024-07-10-Multiple_Linear_Regression_Analysis.md b/_posts/RegressionAnalysis/2024-07-10-Multiple_Linear_Regression_Analysis.md
@@ -185,6 +185,6 @@ image:
 
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+### Reference
 
 - https://www.linkedin.com/pulse/understanding-linear-regression-basics-divyesh-sonar-snv4c/
diff --git a/_posts/RegressionAnalysis/2024-07-13-Improvement_of_OLS.md b/_posts/RegressionAnalysis/2024-07-13-Improvement_of_OLS.md
@@ -166,7 +166,7 @@ $$\begin{aligned}
 
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+### Reference
 
 - http://scott.fortmann-roe.com/docs/BiasVariance.html
 - https://github.com/lovit/python_ml_intro

diff --git a/_posts/Statistics/2024-07-01-Statistics.md b/_posts/Statistics/2024-07-01-Statistics.md
@@ -236,7 +236,7 @@ image:
 
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-### 이미지 출처
+### Reference
 
 - https://thirdspacelearning.com/gcse-maths/statistics/frequency-table/
 - https://www.jaspersoft.com/articles/what-is-a-bar-chart

diff --git a/_posts/Statistics/2024-07-05-Statistical_Inference.md b/_posts/Statistics/2024-07-05-Statistical_Inference.md
@@ -313,7 +313,7 @@ image:
 
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 - https://u5man.medium.com/to-err-is-human-what-the-heck-is-type-i-and-type-ii-error-b2c78190a45c
 - https://wikidocs.net/163986
diff --git a/_posts/Statistics/2024-07-06-A_B_Test.md b/_posts/Statistics/2024-07-06-A_B_Test.md
@@ -325,6 +325,6 @@ image:
 
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+### Reference
 
 - https://varify.io/en/blog/ab-testing/
diff --git a/_posts/TextAnalytics/2024-07-29-Regular Expression.md b/_posts/TextAnalytics/2024-07-29-Regular Expression.md
@@ -260,6 +260,6 @@ for result in results:
 
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 - https://zephyrus1111.tistory.com/310
diff --git a/_posts/TextAnalytics/2024-07-31-Word_Representation.md b/_posts/TextAnalytics/2024-07-31-Word_Representation.md
@@ -167,7 +167,7 @@ image:
 
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+### Reference
 
 - https://velog.io/@growthmindset/%EC%9B%90-%ED%95%AB-%EC%9D%B8%EC%BD%94%EB%94%A9One-Hot-Encoding
 - https://wikidocs.net/22660

diff --git a/_posts/TextAnalytics/2024-08-01-WORD2VEC_Improvements.md b/_posts/TextAnalytics/2024-08-01-WORD2VEC_Improvements.md
@@ -176,7 +176,7 @@ image:
 
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-### 이미지 출처
+### Reference
 
 - https://intoli.com/blog/pca-and-svd/
 - https://github.com/dvgodoy/dl-visuals/

diff --git a/_posts/TextAnalytics/2024-08-04-Topic_Model.md b/_posts/TextAnalytics/2024-08-04-Topic_Model.md
@@ -154,6 +154,6 @@ image:
 
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+### Reference
 
 - https://intoli.com/blog/pca-and-svd/
diff --git a/_posts/TextAnalytics/2024-08-05-SEQ2SEQ.md b/_posts/TextAnalytics/2024-08-05-SEQ2SEQ.md
@@ -126,6 +126,6 @@ image:
 
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-### 이미지 출처
+### Reference
 
 - https://yjjo.tistory.com/35
diff --git a/_posts/TextAnalytics/2024-08-06-ATTN.md b/_posts/TextAnalytics/2024-08-06-ATTN.md
@@ -180,7 +180,7 @@ $$\begin{aligned}
 
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-### 이미지 출처
+### Reference
 
 - https://www.linkedin.com/pulse/what-self-attention-impact-large-language-models-llm-nikhil-goel-srpbc
 - https://newsletter.theaiedge.io/p/the-multi-head-attention-mechanism