ML
Atlas 3D Bin Packing
ML tool for optimizing cargo loading, increasing vehicle utilization by 30% through 3D visualization.
CATEGORYML
STACKMachine Learning · 3D Visualization
THE PROBLEM
ML tool for optimizing cargo loading, increasing vehicle utilization by 30% through 3D visualization.
+30%vehicle utilization via 3D packing
OVERVIEW
ML tool for optimizing cargo loading, increasing vehicle utilization by 30% through 3D visualization.
TECH STACK
Machine Learning · 3D Visualization
HOW I WORKED
01ScopeML tool for optimizing cargo loading, increasing vehicle utilization by 30% through 3D visualization.
02BuildImplemented with Machine Learning · 3D Visualization.
03ShipDeployed into a live operational environment.
DECISION LOG
The calls I owned, the alternative I rejected, and the cost I accepted for each.
01
DECISION
Ship a focused operational tool
ALTERNATIVE REJECTEDWait for a broader platform rewrite
WHYML tool for optimizing cargo loading, increasing vehicle utilization by 30% through 3D visualization.
COST ACCEPTEDNarrower initial surface, faster time to value.
WHAT MOVED
BEFOREAFTER
StatusManual / fragmentedShipped and in use
OUTCOME
+30%vehicle utilization
3Dcargo packing visualization
WHAT I PRODUCED
Machine Learning3D Visualization
WHAT I'D DO DIFFERENTLY
ML tool for optimizing cargo loading, increasing vehicle utilization by 30% through 3D visualization.