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ML Formulas & References

Quick access to essential machine learning formulas and equations

Formula Reference Coming Soon

We're compiling a comprehensive reference of machine learning formulas, including algorithm equations, loss functions, evaluation metrics, and statistical methods. Check back soon for your go-to ML formula guide!

Planned Formula Categories:

Algorithm Formulas

Core equations for regression, classification, and clustering

Loss Functions

MSE, cross-entropy, hinge loss, and more

Evaluation Metrics

Precision, recall, F1, ROC-AUC formulas

Statistical Methods

Hypothesis testing, confidence intervals, p-values

Optimization

Gradient descent, Adam, momentum formulas

Probability Theory

Bayes' theorem, probability distributions