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Petuum endeavors to provide an Omni-source, Omni-lingual, and Omni-mount platform that serves the full spectrum of Artificial Intelligence and Machine Learning applications. We empower organizations to create AI/ML solutions that are correct, fast, scalable, and consume minimal computing resources. Our platform can be used to realize a wide spectrum of AI/ML technologies, such as Regression Models, Deep Learning Models, Graphical Models, Kernel and Spectral Methods, Parametric and Nonparametric Bayesian Methods, Tree and Ensemble Methods, using state of the art algorithms based on optimization, Monte Carlo, and matrix & tensor algebra. Together with our clients and developers, we enable verticals such as healthcare decision-making, autonomous pilot, anomaly detection and risk management, and beyond.
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Cloud-scale data centers require disaggregation of storage and compute, as evidenced by the top cloud giants` transition from inefficient Direct-Attached SSD architecture to low-latency shared NVMe flash architecture.