SAP Knowledge Base Article - Public

2894375 - Training Failed Status in Machine Learning Model

Symptom

You notice that a Machine Learning Model has the status Training Failed and would like to understand why this happened.

Environment

SAP Cloud for Customer

Reproducing the Issue

  1. Navigate to Administrator work center.
  2. Navigate to Prediction Services work center view.
  3. Click Model Setup.
  4. Select the model you are working with.
  5. See the Status is Training Failed.

Cause

The Training Failed status is set when the data quantity and quality is not sufficient as advised in the machine learning guides.

Resolution

Please ensure that at least 1000 relevant historical records (Opportunities, or Leads in case of Machine Learning for Sales or Tickets, in case of Machine Learning for Service) from last 12 months exist. As this is the minimum amount of data needed to get a statistically significant prediction and to ensure the model training works.

Keywords

Machine Learning; Model; Training Failed; Train; Training; Prediction Services; Service; Cloud for Customer; Model for Email Template Recommendation; Ticket Categorization; Similar Ticket Recommendation; Ticket Time to Completion; Ticket NLP Classification; Machine Translation; , KBA , LOD-CRM-SRP , Service Request Processing , How To

Product

SAP Cloud for Customer add-ins all versions ; SAP Cloud for Customer core applications all versions