innovate with sas deep learning...deep learning for insurance damage analysis major car damage...
TRANSCRIPT
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Innovate with SAS Deep LearningSAS User Group Malaysia
12th April, 2018
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Workplace safety: Deep Learning on Sound
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DATA
Image processing: An Insurance Industry ExampleOptimizing Business Processes
Discovery Deployment
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Deep Learning for InsuranceDamage Analysis
Major Car Damage
Recommended Workshop
Send work request to adjuster
Assessment of damage and
estimate repair costs
Minor Car Damage
Deep Learning -Damage Object
Classification
Deep Learning -Damage Severity
Recommended Claim Payment
Cla
im S
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Ap
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Dee
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earn
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Imag
e A
nal
ytic
s
No Insurance Cover
Reject
Photo Reject
Car Damage Photo
Request for new photo
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Deep LearningImage Analytics – Object Classification
Identify the damage area. Zoom and categorize the
damage parts
Left Headlights
Front car bumpers
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Step 1 – ClassificationClassify the damage parts
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Step 2 - Analyze Damage SeverityCompare Learning Image to compute damage severity
No Damage
Slight Damage
Damage Severity = 0
Damage Severity = 0.15
Moderate Damage
Damage Severity = 0.50
Total DamageDamage
Severity = 1.00
No repaired and no
replacement
Slight repair and no
replacement
Slight repair and
replacement
Major repair and
replacement
Recommended Claim Amount =
0
Recommended Claim Amount =
100
Recommended Claim Amount =
100 + 800
Recommended Claim Amount =
500 + 800
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Step 3 – Optimize Repairing CostUsing Neural Network and Decision Tree
• Can this damage repair without part replacement?
• Can this damage replace with second hand part?
• Can this damage replace with OEM part?
• What is cost of second hard part, OEM part and original part?
• Compare the repair cost, part availability and service charge.
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More …
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• Integrate AI into your Analytics Program -https://www.sas.com/en_us/whitepapers/artificial-intelligence-for-executives-109066/download.html#formsuccess
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Thank You