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diff --git a/_posts/023-02-11-computer-vision-peft.md.md b/_posts/023-02-11-computer-vision-peft.md.md
diff --git a/_posts/2021-07-02-DL.md b/_posts/2021-07-02-DL.md
diff --git a/_posts/2021-07-02-bias.md b/_posts/2021-07-02-bias.md
diff --git a/_posts/2021-07-02-data-centric.md b/_posts/2021-07-02-data-centric.md
diff --git a/_posts/2021-10-10-ViT.md b/_posts/2021-10-10-ViT.md
diff --git a/_posts/2021-10-10-anomaly.md b/_posts/2021-10-10-anomaly.md
diff --git a/_posts/2022-10-10-self-superivsed.md b/_posts/2022-10-10-self-superivsed.md
diff --git a/_posts/2022-08-16-mongodb.md → _posts/papers/backend/2022-08-16-mongodb.md b/_posts/2022-08-16-mongodb.md → _posts/papers/backend/2022-08-16-mongodb.md
@@ -1,8 +1,8 @@
 ---
 layout: post
 title: MongoDB
-category: Database
-tag: DB, RMS
+category: Backend
+tag: mongodb
 ---
 
 #### Check system version

diff --git a/_posts/2022-08-16-postgres_pgadmin.md → ...rs/backend/2022-08-16-postgres_pgadmin.md b/_posts/2022-08-16-postgres_pgadmin.md → ...rs/backend/2022-08-16-postgres_pgadmin.md
@@ -1,8 +1,8 @@
 ---
 layout: post
 title: postgres & pgadmin
-category: Database
-tag: DB, RMS
+category: Backend
+tag: postgreql
 ---
 
 ## Run postgresql & pgadmin with docker-compose

diff --git a/_posts/2022-08-27-django.md → _posts/papers/backend/2022-08-27-django.md b/_posts/2022-08-27-django.md → _posts/papers/backend/2022-08-27-django.md
@@ -1,8 +1,8 @@
 ---
 layout: post
-title: django
-category: Django
-tag: django orm
+title: Django ORM
+category: Backend
+tag: django
 ---
 
 ## DJANGO ORM

diff --git a/_posts/2023-04-12-Database-sqlalchemy.md → ...backend/2023-04-12-Database-sqlalchemy.md b/_posts/2023-04-12-Database-sqlalchemy.md → ...backend/2023-04-12-Database-sqlalchemy.md
@@ -1,8 +1,8 @@
 ---
 layout: post
 title: SQLAlchemy - relationship
-category: Database
-tag: sqlalchemy relationship
+category: Backend
+tag: sqlalchemy
 ---
 
 1. 1:N

diff --git a/_posts/2023-08-14-database-pgadmin-sql.md → ...ackend/2023-08-14-database-pgadmin-sql.md b/_posts/2023-08-14-database-pgadmin-sql.md → ...ackend/2023-08-14-database-pgadmin-sql.md
@@ -1,8 +1,8 @@
 ---
 layout: post
 title: Create Table in pgadmin
-category: Database
-tag: pgadmin dql
+category: Backend
+tag: pgadmin sql
 ---
 
 ### Using query tool, 

diff --git a/_posts/2021-04-28-yolo.md → ...ers/computer_vision/2021-04-28-yolo-v4.md b/_posts/2021-04-28-yolo.md → ...ers/computer_vision/2021-04-28-yolo-v4.md
@@ -2,7 +2,7 @@
 layout: post
 title: Train YOLO v4 using darknet with custom datasets
 category: Computer Vision
-tag: yolo v4
+tag: [object detection]
 ---
 
 ### Install darknet

diff --git a/_posts/2021-07-02-tricks.md → ...mputer_vision/2021-07-02-bag-of-tricks.md b/_posts/2021-07-02-tricks.md → ...mputer_vision/2021-07-02-bag-of-tricks.md
@@ -1,8 +1,8 @@
 ---
 layout: post
 title: Bag of Tricks
-category: Lectures
-tag: tricks
+category: Computer Vision
+tag: [object detection]
 ---
 
 인공지능과 관련된 많은 논문들이 정확도를 0.01%라도 개선하기 위해서 엄청난 computation time과 cost를 통해서 노력을 하고 있는 것에 반해, [An End-to-End Deep Learning Benchmark and Competition - DAWNBench](https://dawn.cs.stanford.edu/benchmark/)에서는 **training time, training cost, inference latency, inference cost**에 중점을 두고 있다.

diff --git a/_posts/2021-08-08-metrics.md → ...ers/computer_vision/2021-08-08-metrics.md b/_posts/2021-08-08-metrics.md → ...ers/computer_vision/2021-08-08-metrics.md
@@ -1,7 +1,7 @@
 ---
 layout: post
 title: Metrics for evaluating algorithms
-category: Lectures
+category: Computer Vision
 tag: metrics
 ---
 

diff --git a/_posts/2021-10-10-anomaly detection.md → ...er_vision/2021-10-10-anomaly detection.md b/_posts/2021-10-10-anomaly detection.md → ...er_vision/2021-10-10-anomaly detection.md
diff --git a/_posts/2021-10-10-augmentation.md → ...0-10-augmentation-for-object-detection.md b/_posts/2021-10-10-augmentation.md → ...0-10-augmentation-for-object-detection.md
@@ -1,8 +1,8 @@
 ---
 layout: post
-title: augmentations
+title: Augmentations for Object Detection
 category: Computer Vision
-tag: augmentations
+tag: augmentation
 ---
 
 일반적인 딥러닝 라이브러리에서 제공하는 augmentation function이외에 실제로 data를 직접 augmentation하는 과정에서는 

diff --git a/_posts/2021-10-10-notes.md → ...21-10-10-corse-grained-vs-fine-grained.md b/_posts/2021-10-10-notes.md → ...21-10-10-corse-grained-vs-fine-grained.md
@@ -1,3 +1,10 @@
+---
+layout: post
+title: Augmentations for Object Detection
+category: Computer Vision
+tag: classification
+---
+
 #### Corase-grained classification vs. Fine-grained classification 
 
     * Coarse-grained classification: 하나의 class 내부에 대해서는 분류를 하지 않고 동일한 class로 분류

diff --git a/_posts/2021-10-10-datasets.md → ...rs/computer_vision/2021-10-10-datasets.md b/_posts/2021-10-10-datasets.md → ...rs/computer_vision/2021-10-10-datasets.md
diff --git a/_posts/2021-10-10-for small objects.md → ...er_vision/2021-10-10-for small objects.md b/_posts/2021-10-10-for small objects.md → ...er_vision/2021-10-10-for small objects.md
@@ -2,7 +2,7 @@
 layout: post
 title: For small objects
 category: Computer Vision
-tag: small objects
+tag: object detection
 ---
 
 # To improve performance on small objects

diff --git a/_posts/2021-10-10-ood.md → .../papers/computer_vision/2021-10-10-ood.md b/_posts/2021-10-10-ood.md → .../papers/computer_vision/2021-10-10-ood.md
diff --git a/_posts/2023-01-15-albumentations.md → ...puter_vision/2023-01-15-albumentations.md b/_posts/2023-01-15-albumentations.md → ...puter_vision/2023-01-15-albumentations.md
@@ -1,7 +1,7 @@
 ---
 layout: post
-title: albumentations
-category: augmentation
+title: Albumentations
+category: Computer Vision
 tag: albumentations
 ---
 

diff --git a/_posts/2023-01-15-albumentations_lambda.md → ...ision/2023-01-15-albumentations_lambda.md b/_posts/2023-01-15-albumentations_lambda.md → ...ision/2023-01-15-albumentations_lambda.md
@@ -1,8 +1,8 @@
 ---
 layout: post
-title: albumentations Lambda
-category: augmentation
-tag: albumentations
+title: Albumentations Lambda
+category: Computer Vision
+tag: albumentation
 ---
 ```python
 import os.path as osp 

diff --git a/_posts/2023-02-11-computer-vision-iou.md → ..._vision/2023-02-11-computer-vision-iou.md b/_posts/2023-02-11-computer-vision-iou.md → ..._vision/2023-02-11-computer-vision-iou.md
diff --git a/...computer-vision-homogeneous-coordinate.md → ...computer-vision-homogeneous-coordinate.md b/...computer-vision-homogeneous-coordinate.md → ...computer-vision-homogeneous-coordinate.md
diff --git a/...-04-computer-vision-inverse-projection.md → ...-04-computer-vision-inverse-projection.md b/...-04-computer-vision-inverse-projection.md → ...-04-computer-vision-inverse-projection.md
diff --git a/_posts/2023-04-14-albumentations-totensor.md → ...ion/2023-04-14-albumentations-totensor.md b/_posts/2023-04-14-albumentations-totensor.md → ...ion/2023-04-14-albumentations-totensor.md
@@ -1,8 +1,8 @@
 ---
 layout: post
-title: Albumentations - TpTensor
-category: Augmentation
-tag: albumentations, totensor
+title: ToTensor
+category: Computer Vision
+tag: albumentations
 ---
 
 ## PILToTensor (torchvision) vs. ToTensor (albumentations.pytorch)

diff --git a/_posts/papers/computer_vision/2024-01-06-bam.md b/_posts/papers/computer_vision/2024-01-06-bam.md
@@ -1,8 +1,8 @@
 ---
 layout: post
-title: Bottleneck Attention Module (BAM)
+title: Bottleneck Attention Module [BAM]
 category: Computer Vision
-tag: bam
+tag: attention
 ---
 
 # [BAM: Bottleneck Attention Module](https://arxiv.org/abs/1807.06514)

diff --git a/_posts/papers/computer_vision/2024-01-06-self_attention_vs_cnn.md b/_posts/papers/computer_vision/2024-01-06-self_attention_vs_cnn.md
@@ -2,7 +2,7 @@
 layout: post
 title: Self Attention vs. CNN
 category: Computer Vision
-tag: self-attention
+tag: attention
 ---
 
 # [ON THE RELATIONSHIP BETWEEN SELF-ATTENTION AND CONVOLUTIONAL LAYERS](https://www.cs.toronto.edu/~bonner/courses/2022s/csc2547/papers/attention/self-attention_and_convolution,_cordonnier,_arxiv2020.pdf)

diff --git a/_posts/papers/computer_vision/2024-01-06-senet.md b/_posts/papers/computer_vision/2024-01-06-senet.md
@@ -2,7 +2,7 @@
 layout: post
 title: SENet
 category: Computer Vision
-tag: senet
+tag: attention
 ---
 
 # [Squeeze-and-Excitation Networks](https://arxiv.org/abs/1709.01507)

diff --git a/_posts/papers/computer_vision/2024-01-06-vision_transformer.md b/_posts/papers/computer_vision/2024-01-06-vision_transformer.md
@@ -2,7 +2,7 @@
 layout: post
 title: Vision Transformer
 category: Computer Vision
-tag: vit
+tag: transformer
 ---
 
 

diff --git a/_posts/2020-12-04-bayes.md → .../papers/deep_learning/2020-12-04-bayes.md b/_posts/2020-12-04-bayes.md → .../papers/deep_learning/2020-12-04-bayes.md
@@ -1,7 +1,7 @@
 ---
 layout: post
 title: Bayes Theorem
-category: Machine Learning - Theories
+category: Deep Learning
 tag: bayes
 ---
 

diff --git a/_posts/2020-12-04-classification.md → ...eep_learning/2020-12-04-classification.md b/_posts/2020-12-04-classification.md → ...eep_learning/2020-12-04-classification.md
@@ -1,7 +1,7 @@
 ---
 layout: post
 title: Classification
-category: Machine Learning - Theories
+category: Deep Learning
 tag: classification
 ---
 

diff --git a/_posts/2020-12-04-information.md → ...s/deep_learning/2020-12-04-information.md b/_posts/2020-12-04-information.md → ...s/deep_learning/2020-12-04-information.md
@@ -1,7 +1,7 @@
 ---
 layout: post
 title: Information Theory
-category: Machine Learning - Theories
+category: Deep Learning
 tag: information
 ---
 

diff --git a/_posts/2020-12-04-likelihood.md → ...rs/deep_learning/2020-12-04-likelihood.md b/_posts/2020-12-04-likelihood.md → ...rs/deep_learning/2020-12-04-likelihood.md
@@ -1,7 +1,7 @@
 ---
 layout: post
 title: Likelihood
-category: Machine Learning - Theories
+category: Deep Learning
 tag: likelihood
 ---
 

diff --git a/_posts/2020-12-04-probability.md → ...s/deep_learning/2020-12-04-probability.md b/_posts/2020-12-04-probability.md → ...s/deep_learning/2020-12-04-probability.md
@@ -1,7 +1,7 @@
 ---
 layout: post
 title: 확률
-category: Machine Learning - Theories
+category: Deep Learning
 tag: probability
 ---