Write your own training loop — without managing GPUs — with Amazon SageMaker training session APIs

Amazon SageMaker AI has introduced training session APIs that let developers write custom training loops for large language models without managing GPU infrastructure. These APIs abstract compute resources, enabling flexible fine-tuning methods like supervised fine-tuning and reinforcement learning while SageMaker handles distributed execution and fault tolerance. A cookbook with example recipes is also released to help users implement these techniques.