Machine learning
Resources¶
Textbooks:
Statistical learning¶
Assessing model fit¶
Training MSE and test MSE:
- TBD
Bias-variance tradeoff¶
General characterization¶
\[\begin{equation}
f(\cdot) = \arg \min_{f \in \mathcal{F}} \frac{1}{n}\sum_{i=1}^{n}\left\{y_i-f(x_i) \right\}^2
\end{equation}\]
where \(\mathcal{F}\) is a class of functions under consideration.
Resampling methods¶
TBD
Regression in high dimensions¶
Subset selection¶
TBD
Stepwise selection¶
TBD
Shrinkage methods¶
TBD
Random forests¶
Decision trees¶
TBD
Bagging¶
TBD
Interpretation¶
TBD
Neuro networks¶
Multi-layer neuro networks¶
Language models¶
Text processing¶
TBD
Natural language processing¶
TBD
Word embeddings¶
TBD