2023
- 27 Nov Run FastAPI Server as a Package
- 23 Sep [Girok] Challenges Encountered and How I Solved them
- 20 Sep [Fluent Python] Ch10. Refactoring Strategy Pattern with First-Class Functions
- 16 Sep [운영 체제와 정보기술의 원리] 10장. Web Caching
- 13 Sep [운영 체제와 정보기술의 원리] 9장. 디스크 관리
- 09 Sep [객체지향의 사실과 오해] 1장. 협력하는 객체들의 공동체
- 09 Sep Using Dev Container to run Python 3.8 on M1 chip.
- 08 Sep [객체지향의 사실과 오해] 0장. 책에 들어가기 앞서
- 04 Sep [운영 체제와 정보기술의 원리] 8장. 가상메모리
- 01 Sep [성공과 실패를 결정하는 1%의 네트워크 원리] Ch2 / Story 05 - IP와 Ethernet의 Packet 송.수신 동작
- 29 Aug [Fluent Python] Ch8. Type Hints in Functions
- 27 Aug [Database System Concepts / Ch3] Introduction to SQL
- 22 Aug [성공과 실패를 결정하는 1%의 네트워크 원리] Ch2 / Story 04 - 서버에서 연결을 끊어 소켓을 말소한다
- 15 Aug [Fluent Python] Ch7. Functions as First-Class Objects
- 12 Aug [Fluent Python] Ch6. Object References, Mutability, Recycling
- 02 Aug [Database System Concepts / Ch2] Introduction to the Relational Model
- 14 Jun Grouping of Python Sequences
- 13 Jun Deploy FastAPI on AWS Lambda
- 13 Jun Deploy FastAPI with Stream Response on AWS Lambda
- 30 Mar Integrate CI/CD on ECS with Github Actions
- 29 Mar Inject environment variables into a docker container with AWS Systems Manager Parameter Store
- 28 Mar Deploy our FastAPI server to AWS ECS Fargate
- 26 Mar Create a MySQL RDS instance and access it from terminal
- 25 Mar Dockerize FastAPI Project into a container image and run it locally
- 23 Mar Build an amazing TUI app with Textual
- 20 Mar Build an amazing CLI app with Typer
- 19 Mar Distribute your own PyPI library using Typer
- 17 Mar Implement mutually exclusive command arguments in Typer using Closure
- 16 Mar Uniformize increasing primary key ids under different views by caching
- 14 Mar Modeling Hierarchical Directory Tree with FastAPI and SQLAlchemy (Visualize with Typer & Rich library)
- 02 Mar Upload a custom PyPI package and use it!
- 10 Feb Default arguments - mutable/immutable
- 09 Jan Modeling Composite Course Prerequisites in Database
2022
- 14 Jun [Paper] VAT: Cost Aggregation is All You Need for Few-Shot Segmentation
- 13 Jun [Paper] CATs: Cost Aggregation Transformers for Visual Correspondence
- 10 Jun [Paper] BMVOS: Pixel-Level Bijective Matching for Video Object Segmentation
- 09 Jun [Paper] BiSeNet: Bilateral Segmentation Network for Real-time Semantic Segmentation with Full PyTorch Implementation
- 09 Jun [Linear Algebra] 6.4 Symmetric Matrices
- 09 Jun [Linear Algebra] 6.3 Systems of Differential Equations
- 09 Jun [Linear Algebra] 6.2 Diagonalizing Matrix
- 09 Jun [Linear Algebra] 6.1 Eigenvalues and Eigenvectors
- 04 Jun [Paper] HOTR: End-to-End Human-Object Interaction Detection with Transformers
- 21 May [Linear Algebra] 5.3 Cramer's Rule, Inverses, and Volumes
- 21 May [Linear Algebra] 5.2 Permutation and Cofactors
- 21 May [Linear Algebra] 5.1 Properties of Determinant
- 21 May [Calculus] 15.6 Triple Integral
- 21 May [Calculus] 15.5 Surface Area
- 21 May [Calculus] 15.2 Double Integrals over General Regions
- 21 May [Calculus] 15.2 Double Integrals over General Regions
- 13 May [Paper] YOLOv2/YOLO9000: Better, Faster, Stronger
- 13 May [Linear Algebra] 4.4 Orthonormal bases and Gram-Schmidt
- 13 May [Linear Algebra] 4.3 Least Squares Approximation
- 13 May [Linear Algebra] 4.2 Projections
- 13 May [Linear Algebra] 4.1 Orthogonality of Four Subspaces
- 13 May [Linear Algebra] 3.5 Dimensions of Four Subspaces
- 13 May [Linear Algebra] 3.4 Independence, Basis, and Dimension
- 13 May [[Calculus] 15.1 Double Integrals over Rectangles] 14.8 Lagrange Multipliers
- 13 May [Calculus] 14.8 Lagrange Multipliers
- 13 May [Calculus] 14.7 Maximum and Minimum Values
- 02 May [Paper] ViT: An Image is worth 16x16 words with Full PyTorch Implementation
- 30 Apr [Linear Algebra] 3.1 Spaces of Vectors
- 30 Apr [Calculus] 14.6 Partial Directional Derivatives and Gradient Vector
- 30 Apr [Calculus] 14.5 Chain Rule
- 30 Apr [Calculus] 14.4 Tangent Planes and Linear Approximation
- 24 Apr [Paper] U-Net: Convolutional Networks for Biomedical Image Segmentation with Full PyTorch Implementation
- 24 Apr [Linear Algebra] 2.7 Transpose and Permutation
- 24 Apr [Linear Algebra] 2.6 Factorization A=LU
- 24 Apr [Linear Algebra] 1.2 Length and Dot Product
- 24 Apr [Calculus] Partial Derivatives
- 24 Apr [Calculus] Limits and Continuity of Multivariate Functions
- 24 Apr [Calculus] Multivariate Functions
- 24 Apr [Calculus] 13.3 Arg Length and Curvature
- 19 Apr [Linear Algebra] 2.5 Inverse Matrices
- 15 Apr [Calculus] 13.2 Derivative and Integral of Vector Functions
- 15 Apr [Calculus] 13.1 Vector Functions
- 10 Apr [Paper] Weighted Box Fusion (WBF): Ensembling boxes from different object detection models with Full Implementation
- 09 Apr Maximum Likelihood Estimation (MLE)
- 09 Apr Estimators, Bias, and Variance
- 08 Apr Hyperparameters and Validation set
- 08 Apr Capacity, Overfitting, and Underfitting
- 08 Apr Regularization
- 08 Apr [DL] What is Machine Learning?
- 04 Apr [Paper] Cascade R-CNN: Delving into High Quality Object Detection
- 26 Mar Jacobian and Hessian Matrix
- 26 Mar Gradient Descent and Numpy Implementation
- 26 Mar Stabilizing Softmax and Logsoftmax functions to avoid underflow and overflow
- 25 Mar [Paper] (FPN) Feature Pyramid Networks for Object Detection with Full PyTorch Implementation
- 20 Mar [Paper] Complete Guide of Swin Transformer with Full PyTorch Implementation
- 12 Mar [Linear Algebra] What really is Norm?
- 20 Feb PIL
- 14 Feb [Paper] EfficientNet - Rethinking Model Scaling for Convolutional Neural Networks
- 14 Feb [Paper] CutMix - Regularization Strategy to Train Strong Classifiers with Localizable Features
- 13 Feb OS module
- 13 Feb Python Decorator
- 13 Feb YOLOv1 Full Implementation with PyTorch
- 11 Feb [Paper] YOLOv1 - You Only Look Once
- 06 Feb What really is the iterator and generator?
- 03 Feb [Paper] ResNet - Deep Residual Learning for Image Recognition
- 02 Feb [Paper] AlexNet - ImageNet Classification with Deep Convolutional Neural Networks
- 29 Jan [Python] Namespace & OOP Quiz
- 29 Jan OOP: Inheritance
- 29 Jan OOP: Class
- 29 Jan Namespace and Scope
- 28 Jan Batch Normalization
- 23 Jan Python Variables
- 23 Jan File / Exception / Logging
- 23 Jan Pythonic Code
- 23 Jan Data Structures
- 23 Jan Strings / Advanced Functions
- 23 Jan Conditionals and Loops
- 23 Jan Function and Console I/O