Advanced Python 4

• Logging 사용법 - Posted on August 1, 2019
• Property with Decorators - Posted on February 3, 2019
• Classmethod & Staticmethod with Decorators - Posted on February 1, 2019
• Decorators - Posted on January 31, 2019

Bayesian NLP 5

• 토픽모델링, LDA(Latent Dirichlet Allocation) Python 코드 - Posted on April 5, 2019
• 토픽모델링, LDA(Latent Dirichlet Allocation) - Posted on April 4, 2019
• 깁스 샘플링, Gibbs sampling - Posted on April 3, 2019
• Dirichlet distribution(Dirichlet prior)를 사용하는 이유 - Posted on April 2, 2019
• Preliminaries - Posted on April 1, 2019

Bayesian Statistics(베이지안 통계) 4

• Binomial distribution - Posted on September 16, 2018
• 감마함수(Gamma function) & 베타함수(Beta function)의 관계 - Posted on September 14, 2018
• Prior & Posterior Predictive Distributions - Posted on September 13, 2018
• 베이지안 통계란? - Posted on September 12, 2018

Bayesian with python (통계, 베이지안) 1

• 파이썬으로 Covariance 구하기 - Posted on December 1, 2019

CNN 3

• Dynamic CNN for Modelling Sentences - Posted on October 14, 2018
• Convolutional Neural Networks for Sentence Classification - Posted on October 13, 2018
• Character-level Convolutional Networks for Text Classification - Posted on October 12, 2018

CNN Visualization 5

• Guided Grad-CAM - Posted on February 3, 2019
• Deconvolution Grad-CAM - Posted on February 2, 2019
• Backpropagation Grad-CAM - Posted on February 1, 2019
• Gradient-based Visualization with Tensorflow - Posted on January 31, 2019
• Class Activation Mapping(CAM) - Posted on January 4, 2019

ChatBot(챗봇) 6

• ChatBot(챗봇)에 학습되는 입력 데이터 - Posted on February 24, 2018
• ChatBot(챗봇) 데이터베이스 구축 - Posted on February 20, 2018
• MySQL 외부 접근 허용하기 - Posted on February 19, 2018
• MySQL 외장하드에 연결하기 - Posted on February 18, 2018
• 우분투에서 MySQL, Workbench 설치 - Posted on February 17, 2018
• 우분투에서 Tensorflow, Virtualenv, PyCharm, Jupyter 설치 (2019.08.15 업데이트) - Posted on February 16, 2018

Data Structure & Algorithm 4

• Computational Complexity(계산 복잡도) - Posted on September 15, 2018
• Iteration & Recursion - Posted on September 14, 2018
• 컴퓨터 언어의 이해 - Posted on September 12, 2018
• 데이터구조와 알고리즘 - Posted on September 11, 2018

Density Estimation 1

• Mixture of Gaussian Density (혼합 가우시안 밀도 추정) - Posted on December 24, 2017

Docker & Git 5

• Docker container를 vscode로 원격제어하기 - Posted on July 5, 2021
• Git conflict 해결방법 - Posted on December 12, 2020
• Git commit 변경사항 확인 - Posted on December 12, 2020
• Docker 사용법 - Posted on December 12, 2020
• Docker push and pull - Posted on December 12, 2020

Domain Adaptation 5

• GAN(Generative Adversarial Network) - Posted on April 23, 2019
• Domain Adaptation & 이미지 텐서보드(Image Tensorboard) 시각화 - Posted on April 22, 2019
• Domain Adaptation with a Gradient Reverse Layer - Posted on April 21, 2019
• Gradient Reverse Layer - Posted on April 20, 2019
• Unsupervised Domain Adaptation by Backpropagation - Posted on April 19, 2019

Medical Analysis 1

• FreeSurfer를 이용한 Hippocampal Segmentation 방법 - Posted on February 20, 2018

MySQL 5

• mysql 윈도우 원격 연결방법 - Posted on December 16, 2020
• ChatBot(챗봇) 데이터베이스 구축 - Posted on February 20, 2018
• MySQL 외부 접근 허용하기 - Posted on February 19, 2018
• MySQL 외장하드에 연결하기 - Posted on February 18, 2018
• 우분투에서 MySQL, Workbench 설치 - Posted on February 17, 2018

NLP 3

• Dynamic CNN for Modelling Sentences - Posted on October 14, 2018
• Convolutional Neural Networks for Sentence Classification - Posted on October 13, 2018
• Character-level Convolutional Networks for Text Classification - Posted on October 12, 2018

Novelty Detection 2

• Isolation Forest - Posted on January 8, 2018
• Mixture of Gaussian Density (혼합 가우시안 밀도 추정) - Posted on December 24, 2017

Object Detection 3

• Edge Boxes (엣지 박스) - Posted on December 7, 2017
• Histogram of Gradient (HoG) - Posted on December 6, 2017
• Selective Search (선택적 탐색) - Posted on December 6, 2017

R 1

• Mac에서 설치 안되는 R package 설치하기 - Posted on March 24, 2018

RNN 5

• LSTM with Tensorflow - Posted on November 4, 2018
• LSTM(Long Short-Term Memory) from Scratch - Posted on November 3, 2018
• RNN with Tensorflow - Posted on November 2, 2018
• RNN from Scratch - Posted on November 1, 2018
• RNN(Recurrent Neural Network) - Posted on October 27, 2018

Spark 20

• Xgraph - Posted on November 13, 2018
• Streaming - Posted on November 12, 2018
• Linear Regression using DF - Posted on November 11, 2018
• Linear Regression using RDD - Posted on November 10, 2018
• 추천 알고리즘 (ALS in MLlib) - Posted on November 9, 2018
• DataFrame.Operation(groupBy, cache) - Posted on November 8, 2018
• DataFrames(RDD.toDF, select, filter) - Posted on November 7, 2018
• sparkSQL(spark.read.schema) - Posted on November 6, 2018
• Partitioning - Posted on November 4, 2018
• Collaborative Filtering(persist, cache, join, filterDuplicates, cosine similarity) - Posted on November 3, 2018
• Degree(length) in Graph - Posted on November 2, 2018
• Broadcast(Source.fromFile) - Posted on November 1, 2018
• Sorting(sortByKey) - Posted on October 30, 2018
• Map(flatMap) - Posted on October 29, 2018
• Filter(multiple zip, case) - Posted on October 28, 2018
• KeyValue(zip, mapValues, reduceByKey, collect, slice) - Posted on October 27, 2018
• Spark 작동 원리(map, countByValue) - Posted on October 26, 2018
• Spark란? - Posted on October 24, 2018
• Scala-Spark install with Jupyter Lab - Posted on October 23, 2018
• Spark install on Ubuntu - Posted on September 9, 2018

Speech Recognition 2

• Fairseq 코드리뷰 Wav2vec 2.0 (Finetune) - Posted on July 25, 2021
• Fairseq 코드리뷰 Wav2vec 2.0 (Pretrain) - Posted on July 24, 2021

Tensorflow 1

• 우분투에서 Tensorflow, Virtualenv, PyCharm, Jupyter 설치 (2019.08.15 업데이트) - Posted on February 16, 2018

Text Mining 4

• SentencePiece Tokenizer - Posted on September 1, 2019
• BLEU Score - Posted on March 8, 2018
• TF-IDF를 통한 변수선택과 t-SNE를 활용한 시각화 - Posted on March 2, 2018
• t-SNE - Posted on March 1, 2018

bash 1

• bash argpaser 튜로리얼 - Posted on December 1, 2020

etc. 12

• Performance Reproduction (seed, virtualenv, requirement.txt) - Posted on August 3, 2020
• 맥북에서 Python 가상환경 만들기(virtualenv, virtualenvWrapper) - Posted on April 1, 2020
• argparse 사용 튜토리얼 - Posted on October 7, 2019
• ssh연결과 독립적인 Session 생성/분리/삭제 - Posted on January 2, 2019
• 보안을 위한 ssh 비번 틀린횟수 제한 걸기 및 Reset - Posted on January 1, 2019
• 우분투에서 로그오프 화면이 무한하게 반복되는 현상 해결 - Posted on October 26, 2018
• 우분투에서 밀림없이 한글입력기 설치 - Posted on July 1, 2018
• 우분투에서 texlive & texmaker 설치 - Posted on June 30, 2018
• 우분투에서 외장하드 연결 error 해결 - Posted on June 29, 2018
• 우분투에서 GPU 메모리 체크 - Posted on June 29, 2018
• 우분투에서 github.io(블로그) 생성 및 preview를 위한 jekyll install - Posted on June 28, 2018
• 프리젠테이션을 위한 Jupyter Slide - Posted on June 9, 2018

vscode 6

• Docker container를 vscode로 원격제어하기 - Posted on July 5, 2021
• vscode에서 mysql 사용방법 - Posted on December 16, 2020
• vscode 디버깅 - Posted on December 15, 2020
• vscode 코드 비교 - Posted on December 14, 2020
• vscode 파이썬 path 설정 - Posted on December 13, 2020
• vscode extension 필수 항목 및 설정 동기화 - Posted on December 12, 2020