DATA MINING TECHS 44
- What? Data Science
- Supervised Model Selection
- k-NN
- Support Vector Machine
- Decision Tree
- Ensemble
- Clustering
- k-Means
- DBSCAN
- Dimensionality Reduction
- t-SNE
- Neural Networks
- Convolutional Neural Networks
- Recurrent Neural Networks
- What? Statistics
- Probability
- Prob. Dist. Functions
- Sample Dist.
- Statistical Inference
- A/B Test
- Summarize Statistical Method
- Simple Linear Regression Analysis
- Regression Coefficient Estimation
- Multiple Linear Regression Analysis
- Regression Diagnostics
- Variable Issues
- Improvement of OLS
- Logistic Regression Analysis
- Regular Expression
- Text Data Preprocessing
- Word Representation
- WORD2VEC Improvements
- Docs Representation
- Language Model
- Topic Model
- SEQ2SEQ
- Attention Mechanism
- Transformer
- BERT
- GPT
- Variational AutoEncoder
- Principal Component Analysis
- Linear Discriminant Analysis
- Hierarchical Clustering