# Training Machine Learning Models ## Maximizing Parameters > See also: > - [[Maximum Likelihood Estimation (MLE)]] ## Model Validation ### Cross Validation ![[Pasted image 20241009193700.png|500]] > **Never train a model on the test data.** ## Common Issues While Learning ### Overfitting ### Local Minima/Maxima ![[Pasted image 20241009215712.png]]