SkyML: Infra-less Machine Learning on Any Cloud

Discover SkyML, a groundbreaking project from UC Berkeley's Sky Computing Lab, in this 32-minute conference talk. Explore how SkyML revolutionizes machine learning by offering an "infra-less" approach that works seamlessly across any cloud platform. Learn about the project's key benefits, including enhanced ease of use through cloud and infrastructure abstraction, improved performance via easy access to top-tier accelerators across clouds, and significant cost savings through spot instance support and automatic resource cleanup. Gain insights into the current system's capabilities and hear firsthand experiences from early users. Ideal for ML practitioners and researchers seeking to optimize their cloud-based machine learning workflows.