article thumbnail

Apache Ozone Powers Data Science in CDP Private Cloud

Cloudera

Before we jump into the data ingestion step, here is a quick overview of how Ozone manages its metadata namespace through volumes, buckets and keys. . If created using the Filesystem interface, the intermediate prefixes ( application-1 & application-1/instance-1 ) are created as directories in the Ozone metadata store. s3 = boto3.resource('s3',

article thumbnail

What you need to know about product management for AI

O'Reilly on Data

But there’s a host of new challenges when it comes to managing AI projects: more unknowns, non-deterministic outcomes, new infrastructures, new processes and new tools. Machine learning adds uncertainty. Underneath this uncertainty lies further uncertainty in the development process itself.

article thumbnail

Themes and Conferences per Pacoid, Episode 10

Domino Data Lab

Clearly, when we work with data and machine learning, we’re swimming in those waters of decision-making under uncertainty. It also represents part of the current focus for Project Jupyter : adding support for collaboration, enhanced security, projects as top-level entities, data registry, metadata management, and telemetry about usage.