(training_finetuning_guide)= # Training & Fine-tuning ALCHEMI Toolkit groups model training, loss composition, and pretrained-model adaptation into one workflow family. Start with the training lifecycle, then use the losses and fine-tuning guides when you need more control over objectives or checkpoint adaptation. ```{toctree} :maxdepth: 1 training losses finetuning ```