머신 러닝(Machine Learning) 공부 내용에 대한 개념 정리 및 소스코드 저장소입니다.
- Weight Initialization Posting / Weight Initialization Simple Test Code / Weight Initialization MNIST Test Code
- Precision Recall Trade Off Posting / Precision Recall Trade Off Test Code
- ROC-AUC Posting / ROC-AUC Test Code
- 피마 인디언 당뇨병 예측 코드 (Evaluation Metric 활용)
- Decision Tree Posting
- ID3 Posting
- C4.5 Posting
- CART Posting / Human Activity Recognition(결정 트리 CART)
- ensemble
- Random Forest Posting / Human Activity Recognition(Random Forest)
- XGBoost Posting / [Kaggle]Santander Customer Satisfaction Classification(XGBoost)
- LightGBM Posting / [Kaggle]Santander Customer Satisfaction Classification(LightGBM) / [Kaggle]Credit Card Fraud Detection(LightGBM)
- Wisconsin Breast Cancer Classification(Stacking Ensemble)
- Regression Posting
- Boston Home Price Prediction(LinearRegression)
- [Kaggle]House Price Prediction(LinearRegression, Ridge, Lasso)
- Wisconsin Breast Cancer Prediction(Logistic Regression)
- [Kaggle]Bike Sharing Demand Prediction(Regression Tree)
- PCA Posting / Iris Data PCA Test Code / Default of Credit Card Prediction PCA Test Code
- SVD Posting / SVD Simple Test Code
- Truncated SVD Posting / Truncated SVD Simple Test Code
- K-means Posting / Iris Data K-means Test Code
- Mean-shift Posting / Mean-shift Simple Test Code
- GMM(Gaussian Mixture Model) Posting / Iris Data GMM(Gaussian Mixture Model) Test Code
- DBSCAN Posting / DBSCAN Simple Test Code
- Text Classification
- Sentiment Analysis
- Topic Modeling
- Document Clustering