Making AI real - From the lab to the real World
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The document discusses the application of AI in traffic monitoring in Rome using webcam data for real-time image collection, processing, and classification. It highlights the use of convolutional neural networks for analyzing traffic density and the development of predictive modeling techniques. Additionally, it addresses the streamlined data preparation and deployment flexibility, facilitating easier access to analytics across various data complexities.
Making AI real - From the lab to the real World
- 1. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d. Making AI real, From the lab to the real world Federico Alberto Pozzi Customer Advisory, Analytics and IoT
- 2. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d.
- 3. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d. TRAFFIC MONITORING IN ROME
- 4. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d. Webcam Collect Images Images Processing Images Labeling Image Classification Streaming new images Real time monitoring
- 5. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d.
- 6. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d.
- 7. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d.
- 8. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d.
- 9. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d.
- 10. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d.
- 11. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d.
- 12. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d.
- 13. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d. Webcam Collect Images Images Processing Images Labeling Image Classification Streaming new images Real time monitoring
- 14. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d. Empty Crowded Congested Webcam Collect Images Images Processing Images Labeling Image Classification Streaming new images Real time monitoring
- 15. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d. Convolutional Neural Networks 13 Layers 2.784.653Parameters Training time: 1min Training set: ~ 450 images Webcam Collect Images Images Processing Images Labeling Image Classification Streaming new images Real time monitoring Astore model
- 16. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d. Webcam Collect Images Images Processing Images Labeling Image Classification Streaming new images Real time monitoring Livestreaming from camera (30 fps) SAS model executedin streaming ProbabilityScore Crowded Congested Empty
- 17. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d. Webcam Collect Images Images Processing Images Labeling Image Classification Streaming new images Real time monitoring
- 18. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d.
- 19. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d. Predictive Modeling Past Future
- 20. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d.
- 21. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d.
- 22. Copy r ig ht © S AS Inst itut e Inc. All r ig hts r e se r ve d. Streamlined Data Preparation Lineage & Model Management Governance with agility Runtime options Accelerate the Analytics Life Cycle Faster & easier model deployment Build once & deploy anywhere Breadth & depth of analytics Programming-language flexibility Analytics accessible to everyone Any data complexity, size or speedData from traditional or emerging sources