Dive into the journey of a foundation model on AWS Trainium, from distributed training to fine-tuning and deployment. This talk showcases how to optimize each of these stages using Neuron SDK. We'll demonstrate the use of the Neuron Profiler to pinpoint bottlenecks and guide you through writing and integrating Neuron Kernel Interface (NKI) kernels to achieve peak performance. Explore real-world examples of how organizations are leveraging these techniques to accelerate their AI workloads and reduce costs.

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