Gartner Research

Demystifying the Data Science Lab and AI Hub for Business Analytics

Published: 21 January 2020

ID: G00407492

Analyst(s): Soyeb Barot , Joseph Antelmi

Summary

With many products offering data science and AI capabilities, it’s challenging to identify the right tools to support analytic initiatives. This document helps data and analytics technical professionals decide which features to consider to expand their analytic capabilities.

Table Of Contents

Comparison

  • Demystifying Data Science Lab and AI Hub Capabilities
  • Criteria for Comparison
  • Analytics Domains and Capabilities

Analysis

  • The Impact of Data Science and AI on Business Analytics
    • There’s an Overwhelming Diversity of Product and Delivery Options
  • Data Science Laboratory
    • The Future of the Data Science Lab
    • autoML
    • Deep Neural Networks
    • Machine Learning
    • Optimization
    • Predictive and Prescriptive Analytics
    • Text Analytics
  • AI Hub
    • The Future of the AI Hub
    • Conversational User Interfaces
    • Image and Video Analytics
    • Knowledge Graphs
    • NLP and NLQ

Guidance

  • Leverage a Robust DSML Platform to Support Data Science Lab Capabilities
  • Deliver Most Value With Search-Based Analytics Using NLP Techniques and Knowledge Graphs
  • Augment DS Lab and AI Hub Capabilities Within Business Analytics Using APIs

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