The transformers Trainer, axolotl & TRL's one-line CLI. These are all excellent ways to get off the ground with training Deep Learning models. However, if you're new to the landscape and spend too much time with these, quickly you'll face errors you don't understand nor know how to fix them. In this series I'll be discussing the aspects of high and low level APIs and their usefulness's.