White Paper

Efficient Data Access Strategies For Large-scale AI

Architecture and Considerations in Machine Learning Pipeline

As artificial intelligence continues to transform businesses, getting the most out of AI investments depends on solving the #1 barrier - efficient access to data1.

This technical whitepaper provides you with:

  • An in-depth analysis of data access patterns at each stage of the machine learning pipeline - from ingestion to model deployment
  • Strategies to optimize data flows in single vs distributed cloud environments
  • Real-world examples from leading AI teams at Fintech and Internet companies
  • A reference architecture to efficiently serve data to model training and model development with benchmark results

Download it now to level up your AI platform for scalability, mobility and fast data access.

[1] 2021 Gartner AI in Organizations Survey