Statistics
2021.10.30 - [Data & Research] - [Statistics] 선형 회귀분석 (Simple Linear regression)
2024.11.06 - [Data & Research] - [Statistics] 선형 회귀 분석 (Simple Linear Regression: 심화)
2021.10.31 - [Data & Research] - [Statistics] 로지스틱 회귀분석 (Logistic Regression)
2021.11.07 - [Data & Research] - [Statistics] 베이지안 통계학 (Frequentist vs. Bayesian)
2021.11.06 - [Data & Research] - [Statistics] 나이브 베이즈 (Naïve Bayes)
2021.11.10 - [Data & Research] - [Statistics] 샘플링(Sampling)과 MCMC
2021.11.27 - [Data & Research] - [Statistics] Bayesian Linear Regression
Machine Learning
2021.11.05 - [Data & Research] - [Machine Learning] 정보(Information) 이론 기초
2021.11.14 - [Data & Research] - [Machine Learning] 모델의 평가
2021.11.06 - [Data & Research] - [Machine Learning] 앙상블(Ensemble) 기법
2024.11.12 - [Data & Research] - [Machine Learning] Random Forest
2024.11.16 - [Data & Research] - [Machine Learning] CatBoost
2024.11.16 - [Data & Research] - [Machine Learning] Light Gradient Boosting Machine (LGBM)
2024.11.15 - [Data & Research] - [Machine Learning] XGBoost
2024.11.14 - [Data & Research] - [Machine Learning] Gradient Boosting Machine (GBM)
2024.11.13 - [Data & Research] - [Machine Learning] AdaBoost
2022.01.31 - [Data & Research] - [Machine Learning] Support Vector Machine (SVM)
2022.01.23 - [Data & Research] - [Anomaly Detection] Isolation Forest
이상탐지
2022.02.13 - [Data & Research] - [Anomaly Detection] 1-SVM / SVDD
2022.01.23 - [Data & Research] - [Anomaly Detection] Local Outlier Factor
Deep Learning
2021.11.21 - [프로그래밍/Python 관련 정보] - [Deep Learning] Progressive Disclosure of Complexity: TF
2021.11.21 - [Data & Research] - [Deep Learning] Deep Neural Network 기초 : Back propagation
2021.11.16 - [Data & Research] - [Deep Learning] Convolutional Neural Network (CNN)
2022.02.02 - [Data & Research] - [Deep Learning] Recurrent Neural Network (RNN)
2022.02.13 - [Data & Research] - [Deep Learning] AutoEncoder (AE)
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