Are you ready to take your smart solutions to the next level? During this session, you will learn how to integrate AI and ML platforms for analysis and processing of digital twin data in systems based on FIWARE. In this session, we'll cover all aspects of ML Ops, including how to deploy ML in edge systems, and show you how to use AI and ML to turn data into actionable insights and business value. You'll discover how to leverage the power of AI and ML to optimize your smart solutions and gain a competitive edge. You'll learn how to implement ML Ops in solutions powered by FIWARE, enabling you to easily deploy machine learning models and update them in real-time. We'll also discuss how to deploy ML in edge systems, allowing you to process data locally and avoid the latency of sending it to a central server. This session will invite participants to discover how to put data to work and turn it into wisdom that drives business value. Moreover, different experiences on how to automatize ML, especially regarding training and deploying ML models into solutions powered by FIWARE in different real scenarios. If you are interested in learning how to turn machine learning models towards perfection and deliver ML solutions more easily as part of solutions powered by FIWARE, to extract the most out of data, this session is for you.

1. Vienna, Austria
12-13 June, 2023
#FIWARESummit
From Data
to Value
OPEN SOURCE
OPEN STANDARDS
OPEN COMMUNITY
ENHANCING SMART
CITIES Architectural patterns for ML
Workloads and
MLOps Integration in Fiware-Enabled platforms

2. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.or
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Building a Smart City
Smart Solutions
Networking
Smart citizenship
Digital services
Innovation Ecosystem
Blockchain
Artificial Intelligence
Big Data
Open platforms
Interoperability
Entrepreneurship
Startup
InnovationLabs
STEM methodologies
Fibra Optica
Zonas Wifi
Conectividad inalambrica
City Platforms
IoT sensors
Existing systems
KPIs
City operation modules

3. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.or
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Building a Smart City
Mobility Road Safety
Citizen
Security
Environment
Public
Services
Health
Citizen
Participation
Education
Smart
Tourism
DATA CAPTURE & INTEGRATION
Traffic
Monitoring
Tow
Truck
Transit
agents
DEI Digital
fingerprint
CCTV Hydroclim
atology
Air
Quality
Smart
Grids
Point
Control
SEM PyP WiFi
Zones
App
STEAM OnlineEd Culture
Business
MONITORING - ANALYTICS – ALERTS
Research & Operation Planning & Prediction
COMMAND CENTER
Productivity Decision making
KPI – Analytics User Information Quality of Life
Citizen participation

4. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.or
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GENERAL ARCHITECTURE

5. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.or
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MLOPS ARCHITECTURE – LEVEL 0: OFFLINE

6. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.or
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MLOPS ARCHITECTURE – LEVEL 1: AUTOMATED PIPELINE

7. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.or
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MLOPS ARCHITECTURE – LEVEL 2: CI/CD/CT

8. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.or
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Use Cases of MLOps levels on Smart City Operations
Smart City Use Case Requirements MLOps Level
Traffic flow analysis & prediction Streaming, changing data, event identification 1-2
Route optimization & OD Data Batch data, changing data, pattern recognition 1
Traffic event automatic
classification
Streaming, changing data, event identification 1-2
Environment event classification Streaming, changing data, event identification 1-2
Pilot & snadboxing Static scenario design & testing 0-1

9. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.or
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Takeaways
• Performance of model over time.
• Model Registry & data versioning on Smart Data Models.
• Training frequency, changing data, live pipeline
triggers.
• Return data to Context Broker.
• Model labeling

10. Vienna, 12-13 June, 2023 | #FIWARESummit www.fiware.or
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11. Vienna, Austria
12-13 June, 2023
#FIWARESummit
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