Winter Guerra
Team Lead - Applied AI at Millennium
New York, New York, United States
Summary
👤
Senior🎓
Top SchoolWinter Guerra is a Team Lead in Applied AI with 15 years of experience building production-grade computer vision, robotics, and ML infrastructure from research prototypes to deployed pipelines. An MIT MEng in EE/CS, she has driven measurable gains—improving model recall, shrinking embedding search spaces, and dramatically cutting training time—by combining GPU-accelerated Kubernetes pipelines with novel deep-learning methods. She led R&D and deployment of a 3D robotic ML perception pipeline and gigapixel insect-identification system at Oishii, and previously architected large-scale image training and inference stacks at SRI International. Winter pairs hands-on systems engineering (Python, C/C++, PyTorch, TensorFlow, Docker, Kubernetes, AWS) with people leadership, coaching cross-functional teams to operationalize research. Her portfolio includes patents in AI-driven augmented reality mentoring and vertical farming systems, reflecting an appetite for applying AI to diverse, real-world problems. Based in New York, she blends academic rigor with pragmatic product delivery and an unusual depth in both UAV visual state estimation and scalable ML infrastructure.
15 years of coding experience
5 years of employment as a software developer
Master of Engineering - MEng Robotics and EE/CS, Master of Engineering - MEng Robotics and EE/CS at Massachusetts Institute of TechnologyHigh School Degree, High School Degree at Saint Ann's School
English, Spanish, Chinese
Stackoverflow
1reputation
0reached
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Github Skills (64)
simulation10
robotics10
hardware10
flight-simulation10
ros10
agile10
unity3d10
gazebosim9
simulator9
ignition9
robot-simulator9
sdf9
robotics-simulation9
mopidy8
ubuntu6
Programming languages (6)
Github contributions (5)
mit-racecar/6.141-spring-2016-team-5-documentation
Feb 2016 - Aug 2016
Contributions:42 commits, 1 push, 3 branches in 5 months
mit-aera/FlightGoggles
Apr 2017 - Apr 2020
A framework for photorealistic hardware-in-the-loop agile flight simulation using Unity3D and ROS. Developed by MIT AERA group.
Contributions:17 releases, 245 commits, 1 PR in 3 years
flightflight-simulationroboticsagilesimulation
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