About The Workshop :
The primary objective of this workshop is to equip participants with practical skills in utilizing HPC for AI/ML applications. Through a hands-on approach, the workshop is designed to explore cutting-edge techniques and technologies driving advancements in artificial intelligence and machine learning through high-performance computing (HPC). Our sessions will cover a wide range of topics, from fundamental concepts to hands-on implementations, providing both theoretical knowledge and practical skills. Participants will gain insights into the compute-memory wall, GPU acceleration, parallel processing, and memory programming. The workshop covers state-of-the-art deep learning models, AI/ML frameworks, and performance optimization strategies. Hands-on sessions will enable practical implementation of deep learning models on CPUs and GPUs. Additionally, future trends in HPC for AI/ML will be discussed, offering a comprehensive understanding of the field's challenges and advancements. Exploring AI/ML frameworks within the context of HPC and parallel computing will be a focal point of the workshop.
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