SVM, 결정 트리, 앙상블 기법(랜덤 포레스트, 부스팅), 차원 축소(PCA) 및 비지도 학습

선형 회귀, 경사 하강법, 규제 모델(Ridge, Lasso), 로지스틱 및 소프트맥스 회귀

머신러닝 훈련 데이터의 질, 샘플링 문제, 과대적합/과소적합, 모델 검증

gcube jupyter setting

Precision, Recall, NDCG, Hit Rate, MAE, RMSE, MAPE, Negative Sampling, Leave-One-Out

For Python Debug

LIWC, ABSA etc.

For Mac Debug

Python catch

LLM, sLLM

Matrix Factorization Techniques for Recommender Systems (Koren et al., 2009)

Summary's of Python basic concepts

For Github Debug

CNN 1-dimentional

One-hot encoding, Word Embedding(CBOW & Skip-gram), GloVe

Examples of text, typography, math equations, diagrams, flowcharts, pictures, videos, and more.

Content-based filtering, Collaborative filtering, Hybrid filtering

Examples of text, typography, math equations, diagrams, flowcharts, pictures, videos, and more.