article thumbnail

Data science vs. machine learning: What’s the difference?

IBM Big Data Hub

Other challenges include communicating results to non-technical stakeholders, ensuring data security, enabling efficient collaboration between data scientists and data engineers, and determining appropriate key performance indicator (KPI) metrics.

article thumbnail

Modernize a legacy real-time analytics application with Amazon Managed Service for Apache Flink

AWS Big Data

The lift and shift migration approach is limited in its ability to transform businesses because it relies on outdated, legacy technologies and architectures that limit flexibility and slow down productivity. EventTime – This is the time when the call center stream is sent (via the KDG in this post).

article thumbnail

Common Problems With CPM Software

Jet Global

BI is the collection of technologies, applications, and practices that allow a company to analyze incoming business data and produce useful, strategic insights. The term originated with Gartner, the global research and advisory firm , back in 2001. Improve key performance indicators (KPIs). Reduce costs.