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Evidence Based Big Data Benchmarking to Improve Business Performance
DataBench Framework
Dr. Arne J. Berre, SINTEF
7/8/2020 DataBench Project - GA Nr 780966 2
DataBench project
structure
BDVA Reference Model as a
foundation for the DataBench Framework
7/8/2020 DataBench Project - GA Nr 780966 3
WP1 Deliverables - in extended BDVA Model
7/8/2020 DataBench Project - GA Nr 780966 4
D1.1
Industry Requirements
and sector specific
specifications and KPIs (M12)
DataBench Framework –
with Vertical Big Data
type benchmarks (M18)
Horizontal Benchmarks –
Analytics and Processing
(M24)
Horizontal Benchmarks –
Data Management
(M24)
7/8/2020 DataBench Project - GA Nr 780966 5
Top Level Generic Big Data Pipeline
7/8/2020 DataBench Project - GA Nr 780966 6
Including model training
Data driven AI Pipeline
7/8/2020 DataBench Project - GA Nr 780966 7
Data Acquisition/Collection
Data Preparation
Data Analytics
Data Visualisation
and User Interaction
Data Platform
Ref. AI, Data,
Robotics
SRIDA
DataBench Framework Matrix
7/8/2020 DataBench Project - GA Nr 780966 8
Selection
of
Benchmarks
In
DataBench
Toolbox
Big Data and AI Benchmarking Communities
7/8/2020 DataBench Project - GA Nr 780966 9
• MLPerf - https://mlperf.org/
• AI Bench - http://www.benchcouncil.org/AIBench/index.html
• …
DataBench Project - GA Nr 780966

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Virtual BenchLearning - Data Bench Framework

  • 1. Evidence Based Big Data Benchmarking to Improve Business Performance DataBench Framework Dr. Arne J. Berre, SINTEF
  • 2. 7/8/2020 DataBench Project - GA Nr 780966 2 DataBench project structure
  • 3. BDVA Reference Model as a foundation for the DataBench Framework 7/8/2020 DataBench Project - GA Nr 780966 3
  • 4. WP1 Deliverables - in extended BDVA Model 7/8/2020 DataBench Project - GA Nr 780966 4 D1.1 Industry Requirements and sector specific specifications and KPIs (M12) DataBench Framework – with Vertical Big Data type benchmarks (M18) Horizontal Benchmarks – Analytics and Processing (M24) Horizontal Benchmarks – Data Management (M24)
  • 5. 7/8/2020 DataBench Project - GA Nr 780966 5
  • 6. Top Level Generic Big Data Pipeline 7/8/2020 DataBench Project - GA Nr 780966 6 Including model training
  • 7. Data driven AI Pipeline 7/8/2020 DataBench Project - GA Nr 780966 7 Data Acquisition/Collection Data Preparation Data Analytics Data Visualisation and User Interaction Data Platform Ref. AI, Data, Robotics SRIDA
  • 8. DataBench Framework Matrix 7/8/2020 DataBench Project - GA Nr 780966 8 Selection of Benchmarks In DataBench Toolbox
  • 9. Big Data and AI Benchmarking Communities 7/8/2020 DataBench Project - GA Nr 780966 9 • MLPerf - https://mlperf.org/ • AI Bench - http://www.benchcouncil.org/AIBench/index.html • …
  • 10. DataBench Project - GA Nr 780966