The former Deliverable D5.1 Initial Data Acquisition and Analytics Models provided a detailed description of the tasks planned in the context of RECAP work package WP5, from the point of view of data processing and statistical models. The document also provided architectural design of the different elements that composed the WP5 solution for data retrieval, management and storage. The document covered both offline (trace-based) and online (monitoring-based) data sources.
Deliverable D5.2 extends and complements the information included in Deliverable D5.1, but also includes many new results that have been produced in the meantime. These new results include:
- The insight gathered during the exploratory data analysis of all use cases.
- A detailed methodology of how to proceed for the analysis of new scenarios not included in the RECAP project.
- A description of the research activities performed in the area of auto-machine learning.
- An application of the new research tools to the analysis of RECAP Use Cases.
D5.2 also updates the information of D5.1 where applicable, for example, about the progress and status of the different developments, or by delivering an updated version of the metrics being collected from the Use Cases.
The collection of deliverables D5.1 and D5.2 provide all the required information, from a data collection and analysis point of view, and lay the grounds for ongoing tasks in work packages WP6 (workload and application modelling), WP7 (simulation) and WP8 (application placement and infrastructure optimisation).
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