Overview
Explore a thought-provoking conference presentation that delves into the critical relationship between artificial intelligence advancement and data storage limitations. Learn how AI clusters' computing speed doubles every two months while storage technologies take 3-5 years to achieve similar growth, creating a significant technological gap. Examine the rising costs of storage solutions, with SSD, HDD, and tape storage prices increasing 15-35% due to demands from generative AI models. Understand the massive storage requirements driven by AI-generated content and training needs, including fast-access SSDs for processing and HDDs for mid-term retention. Discover why long-term cold storage is becoming crucial for AI applications in autonomous driving, drug design, healthcare, and aviation, where data must be preserved for decades. Gain insights into the potential bottlenecks facing AI development due to storage constraints and explore possible solutions to bridge the growing gap between computational capabilities and storage capacity. Through expert presenter Christian Pflaum's analysis, grasp the critical storage challenges that could impact AI's future development and the urgent need for innovative storage solutions to support AI's continued evolution.
Syllabus
SNIA SDC 2024 - Will AI Stay Dumb for the Lack of Memory and Storage?
Taught by
SNIAVideo