Agile Data Pipelines for Cloud Machine Learning

Agile Data Pipelines for Cloud Machine Learning

Where are the bottlenecks in your agile data organization? With the agility and scalability of a modern data platform, analytics teams can make better decisions and provide faster results.

Ebook Background

Agile Data Pipelines for Cloud Machine Learning Ebook

The Big Challenge for AI/ML

Accessing data. Scripting and hand-coding data preparation. Modeling. Validation. Operationalization.

Five Major Obstacles

Accessing the Right Data. Reducing Time Spent on Data Preparation. Choosing the Right Data. Validating and Iterating. Operationalizing Models.

Modern Data Pipelines to the Rescue

Access More Data. Prepare Your Data. Explore and Engineer. Validate Your Models. Operationalize and Automate.

Taking Advantage of the Cloud

Use of Cloud Object Storage. Elastic compute clusters. Integration with Cloud IAM. Integration with Cloud KMS. Integration with the Management Console.