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Azuga A Safety Company:
Data Science saving lives
Ashish Kumar
Principal Software Engineer(DS & E)
01 July 2023
Lets ask a few questions?
2
● Have you been in an accident, which was not your fault?
● Have you ever had an accident due to vehicle issues?
● Have you been in an accident due to bad weather?
● Have you been in an accident due to bad road?
Is driving safe?
3
● Every year, between 20 to 50 Million people are injured in road accidents and 1.3 Million
lose their life.
Azuga not just a Telemetry Company
In 2022-23, Azuga prevented 8.5K accidents, and saved 78M USD in claims and damages.
What causes an accident?
5
Accident
Driver Behaviour
Environmental
causes
Equipment
malfunction
Road condition
Components of Safety
6
Preventive Immediate Response Learnings
● Monitoring driver, vehicle
and Assets
● Monitoring environmental
patterns ( Geofencing,
weather, speed limits)
● Coaching drivers (using
real time feedback)
● Realtime Alerts- SMS,
emails etc
● Realtime vehicle
information
● Integration to 3rd party
emergency services such
as towing.
● Pattern analysis
● Prescriptive consultations
● Custom reports
GPS tracker
7
● GPS Tracking
● Vehicle diagnostic Information
SafetyCam
8
● Dual Camera feed - Driver facing And
Road facing
Application of ML
9
● Quantifying driver behaviour
● Detection of Crash
● Driving insights out of SafetyCam
ML models
10
SafetyCam
videos
GPS tracker
data and
Vehicle
diagnostics
data
ML models
Driver score
CloudAI
Crash Detection
Lets watch a video
Source: Youtube (Daily Mail news channel)
Quantify a driver behaviour
12
● Who is a better driver?
● Is the driver consistently driving better?
● How can we improve the driver’s driving skills?
● How can we prevent human error?
Does the driver score really work?
13
Accident Day
Learning while developing driver score
14
● Good/Bad score reason
● Underlying device may change
● Comparison is always relative
● Short term and long term performance matters
Detecting a Crash
15
● Identify and alert about the accident.
● Trigger emergency services
● Reconstruct accidents in real time.
● False positives and False negatives
are dangerous.
Detecting Crash
16
Understanding the environment better
17
● Extract information out
of videos
● Understanding the
environment better.
18
Any Questions?
19
Thanks for Joining

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Azuga A Safety Company - Data Science Saving Lives

  • 1. Azuga A Safety Company: Data Science saving lives Ashish Kumar Principal Software Engineer(DS & E) 01 July 2023
  • 2. Lets ask a few questions? 2 ● Have you been in an accident, which was not your fault? ● Have you ever had an accident due to vehicle issues? ● Have you been in an accident due to bad weather? ● Have you been in an accident due to bad road?
  • 3. Is driving safe? 3 ● Every year, between 20 to 50 Million people are injured in road accidents and 1.3 Million lose their life.
  • 4. Azuga not just a Telemetry Company In 2022-23, Azuga prevented 8.5K accidents, and saved 78M USD in claims and damages.
  • 5. What causes an accident? 5 Accident Driver Behaviour Environmental causes Equipment malfunction Road condition
  • 6. Components of Safety 6 Preventive Immediate Response Learnings ● Monitoring driver, vehicle and Assets ● Monitoring environmental patterns ( Geofencing, weather, speed limits) ● Coaching drivers (using real time feedback) ● Realtime Alerts- SMS, emails etc ● Realtime vehicle information ● Integration to 3rd party emergency services such as towing. ● Pattern analysis ● Prescriptive consultations ● Custom reports
  • 7. GPS tracker 7 ● GPS Tracking ● Vehicle diagnostic Information
  • 8. SafetyCam 8 ● Dual Camera feed - Driver facing And Road facing
  • 9. Application of ML 9 ● Quantifying driver behaviour ● Detection of Crash ● Driving insights out of SafetyCam
  • 10. ML models 10 SafetyCam videos GPS tracker data and Vehicle diagnostics data ML models Driver score CloudAI Crash Detection
  • 11. Lets watch a video Source: Youtube (Daily Mail news channel)
  • 12. Quantify a driver behaviour 12 ● Who is a better driver? ● Is the driver consistently driving better? ● How can we improve the driver’s driving skills? ● How can we prevent human error?
  • 13. Does the driver score really work? 13 Accident Day
  • 14. Learning while developing driver score 14 ● Good/Bad score reason ● Underlying device may change ● Comparison is always relative ● Short term and long term performance matters
  • 15. Detecting a Crash 15 ● Identify and alert about the accident. ● Trigger emergency services ● Reconstruct accidents in real time. ● False positives and False negatives are dangerous.
  • 17. Understanding the environment better 17 ● Extract information out of videos ● Understanding the environment better.