SageMaker Training Compiler
If you’ve reached this section, you are about to delve into the world of SageMaker Training Compiler (SMTC), a game-changing tool designed to supercharge the training of your ML models on SageMaker by optimizing intricate training scripts. Picture this: faster training, swifter model development, and an open door to experimentation. That’s the primary goal of SMTC—improving training speed to bring agility to your model development journey. The following are the major advantages of using SMTC:
- Scaling challenges: Embarking on the journey of training large-scale models, especially those with billions of parameters, often feels like navigating uncharted engineering territory. SMTC, however, rises to the occasion by optimizing the entire training process, conquering the challenges that come with scaling.
- Efficiency at its core: SMTC takes the reins of GPU memory usage, ushering in a realm where larger batch sizes become not just...
