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LLMs

Local RAG implementation

Statistical Learning and Machine Learning:

Linear Regression

• Linear Regression
• Multiple Linear Regression
• Assesing the model
• Prediction Intervals vs Confidence Intervals
• Categorical variables
• Correlated Predictors
• Confounding Variables
• Polynomial Regression

Classification

• Logistic regression
• Generative models for Classification
• Evaluation of Classification Mo

Resampling

• Resampling Methods and CV

Linear Model selection and Regularization

• Selection model criteria
• Ridge Regression
• Lasso

Dimension Reduction

• PCR
• PLS

SVM

• SVC
• SVM

Unsupervised Learning

• PCA
• Clustering

Deep Learning

• Neural Networks