5. The study of pattern recognition and computational
learning theory in artificial intelligence, machine learning
explores the study and construction of algorithms that
can learn from and make predictions on data
3. MACHINE LEARNING
SCOUT AERIAL | COMPUTER VISION FOR SAFETY
Welcome, Mac
10. > MACHINE LEARNING
Other Examples
SCOUT AERIAL | COMPUTER VISION FOR SAFETY
Gas detection Erosion
assessment
Environmental audit
11. • Extremely quick once implemented
• Accurate – no bias when making decisions
• Becomes increasingly intelligent over time
• Allows you to focus on your core responsibilities
• Increased Safety – removing the human element
• Simply put, they increase efficiency across all stages
> MACHINE LEARNING
Why teach machines?
SCOUT AERIAL | COMPUTER VISION FOR SAFETY
12. • PDF Report
• Intervention Levels for Safety
• Location
• Identifier
• Type of failure
• potholes, crocodile cracks & resurfacing
• 3D Models
> MACHINE LEARNING
Asset Management
SCOUT AERIAL | COMPUTER VISION FOR SAFETY
18. • Requires familiar data from training sets
• Initial training takes time – you have to start
somewhere!
• Just like staff, ML requires an investment
(money and time)
• False positives will occur and Artificial
Intelligence is a PREDICTOR, not a HUMAN
DECISION MAKER
> MACHINE LEARNING
Limitations
SCOUT AERIAL | COMPUTER VISION FOR SAFETY
19. SCOUT AERIAL | COMPUTER VISION FOR SAFETY
> MACHINE LEARNING
What next?
20. • Machine Learning is a collaborator, not a replacement
• Improved HSE KPI’s
• Current alternatives and cost of traditional methods
• Top asset managers will be making the most of the existing
technology, and leveraging them to get a competitive edge with the
most cost-effective operations
• These techniques are very powerful tools and will become
increasingly important in the coming years
SCOUT AERIAL | COMPUTER VISION FOR SAFETY
> MACHINE LEARNING
Things to consider…
21. SCOUT AERIAL | COMPUTER VISION FOR SAFETY
> HOW WE WORK
Scout Aerial Workflow
22. Thank you
Patrick Weeden
MBA, Bcomm, PM
patrick@scoutaerial.com.au
phone 07 3118 1701 | mobile 0405 651 598
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