About
AI/ML scientist focused on model evaluation, data quality, and tools for experimentation.…
Experience
Education
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Stanford University
Activities and Societies: Stanford Cycling
Coursework in computer science, machine learning, geomorphology, and geophysics
Funded by:
• National Earthquake Hazards Reduction Program grant
• Stanford-USGS Fellowship
• Amazon Earth on AWS research credits
Teaching assistant for graduate courses:
• Structural Geology and Rock Mechanics
• Planetary Habitability -
Activities and Societies: Outdoor Adventure Club
Coursework in analysis/linear algebra, statistics, and geophysical sciences
Publications
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pymccrgb: Color- and curvature-based classification of multispectral point clouds in Python
Journal of Open Source Software
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Regional‐scale detection of fault scarps and other tectonic landforms: Examples from northern California
Journal of Geophysical Research: Solid Earth
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scarplet: A Python package for topographic template matching and diffusion dating
Journal of Open Source Software
Courses
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Algorithms
CS 161
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Computer Vision
CS 231A
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Machine Learning
CS 229
Projects
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CS231A: Photogrammetric point cloud classification using UAV images taken over an active volcano
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Developed an image labelling utility and evaluated methods for classifying ground and vegetation pixels in survey imagery of a volcanic tree kill. Projected pixel labels to classify 3D point data imaging the site. Project used Python: skimage, sklearn, and a photogrammetry API.
Report: https://github.com/rmsare/cs231a-project/blob/master/SareRobert_CS231A_FinalReport.pdf
Code: https://github.com/rmsare/cs231a-project
Honors & Awards
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Stanford-USGS Fellowship
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Organizations
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Society for Industrial and Applied Mathematics
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- Present -
American Geophysical Union
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- Present
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