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Machine Learning Operationalization in the Enterprise

As enterprises move beyond experimentation to more widespread adoption of AI, a vast majority of them are running into “last mile” issues related to model deployment and management. Gartner predicts that by 2021, at least 50 percent of machine learning models built with the intention of being operationalized will not see the light of day. […] Read More

Enabling a Cloud-Like Experience for On-Premises GPU Infrastructure

In most enterprises today, GPU infrastructure is in high demand for computing-intensive machine learning and deep learning applications. If your organization is embarking on an AI initiative, it’s likely that your data science teams want access to GPU resources for their environments. However, enterprise IT teams face several challenges when managing and provisioning GPU-enabled infrastructure. […] Read More

Deploying Machine Learning Pipelines for AI Use Cases

We all know that Artificial Intelligence (AI) is here to stay. We experience AI everywhere and enjoy its benefits without even realizing it. From streaming video services like Netflix, which learn our viewing behaviors and patterns so we spend our valuable time watching the shows we like best; to digital assistants like Amazon’s Alexa, which […] Read More

Deep Learning with TensorFlow, GPUs, and Docker Containers

I work with a lot of data science teams at our enterprise customers, and in the past several months I’ve seen an increased adoption of machine learning and deep learning frameworks for a wide range of applications. As with other use cases in Big Data analytics and data science, these data science teams want to […] Read More

Deep Learning with BigDL and Apache Spark on Docker

The field of machine learning – and deep learning in particular – has made significant progress recently and use cases for deep learning are becoming more common in the enterprise. We’ve seen more of our customers adopt machine learning and deep learning frameworks for use cases like natural language processing with free-text data analysis, image […] Read More