About
Product & ops geek that looks for intricate solutions to difficult, impactful problems.…
Activity
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Congratulations to Karlyn Carnahan, a Property & Casuality Insurance Industry Technology legend and a friend of mine for getting promoted to Partner…
Congratulations to Karlyn Carnahan, a Property & Casuality Insurance Industry Technology legend and a friend of mine for getting promoted to Partner…
Liked by William Ross
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This significant milestone is a testament to the vision of our founders, William Ross & William Steenbergen, and to our mission to defend the right…
This significant milestone is a testament to the vision of our founders, William Ross & William Steenbergen, and to our mission to defend the right…
Liked by William Ross
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Random Friday night thought: Over the years, I’ve received countless connection requests from young professionals hoping to break into tech or…
Random Friday night thought: Over the years, I’ve received countless connection requests from young professionals hoping to break into tech or…
Liked by William Ross
Experience
Education
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Stanford University
TomKat Center for Sustainable Energy Grant Recipient,
Research - A CNN-Based RL Method to Learn Fire Behavior, NeurIPS 2021 -
Stanford Data Science Institute Summer Fellow,
Public Management and Social Innovation Certificate -
Activities and Societies: Varsity Rowing Team (Captain)
Publications
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Being the Fire: A CNN-Based Reinforcement Learning Method to Learn How Fires Behave Beyond the Limits of Physics-Based Empirical Models
NeurIPS - Climate Change AI
Wildland fires pose an increasing threat in light of anthropogenic climate change. Fire-spread models play an underpinning role in many areas of research across this domain, from emergency evacuation to insurance analysis. We study paths towards advancing such models through deep reinforcement learning. Aggregating 21 fire perimeters from the Western United States in 2017, we construct 11-layer raster images representing the state of the fire area. A convolution neural network based agent is…
Wildland fires pose an increasing threat in light of anthropogenic climate change. Fire-spread models play an underpinning role in many areas of research across this domain, from emergency evacuation to insurance analysis. We study paths towards advancing such models through deep reinforcement learning. Aggregating 21 fire perimeters from the Western United States in 2017, we construct 11-layer raster images representing the state of the fire area. A convolution neural network based agent is trained offline on one million sub-images to create a generalizable baseline for predicting the best action - burn or not burn - given the then-current state on a particular fire edge. A series of online, TD(0) Monte Carlo Q-Learning based improvements are made with final evaluation conducted on a subset of holdout fire perimeters. We examine the performance of the learned agent/model against the FARSITE fire-spread model. We also make available a novel data set and propose more informative evaluation metrics for future progress.
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Change in Brain Magnetic Resonance Spectroscopy after Treatment during Acute HIV Infection
PLOS ONE
Single voxel proton magnetic resonance spectroscopy (MRS) can be used in parallel with time domain linear combination modeling (LC Model) to monitor changes in brain inflammation and neuronal integrity associated with HIV infection and its treatments. We used MRS to measure brain changes during the first weeks following HIV infection and in response to antiretroviral therapy (ART). We found that early use of ART may be neuroprotective as a means to prevent neuronal injury and ameliorate brain…
Single voxel proton magnetic resonance spectroscopy (MRS) can be used in parallel with time domain linear combination modeling (LC Model) to monitor changes in brain inflammation and neuronal integrity associated with HIV infection and its treatments. We used MRS to measure brain changes during the first weeks following HIV infection and in response to antiretroviral therapy (ART). We found that early use of ART may be neuroprotective as a means to prevent neuronal injury and ameliorate brain inflammation.
Organizations
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Board Member - Science & Arts Engagement, New York
Board of Directors
- Present- 501 (c)(3) dedicated to expanding STEM/STEAM outreach for black & latinx youth in NYC - Currently working to launch the Harlem Gallery of Science in West Harlem
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Mentor & Scale Up Night Host - Endeavor Global
Mentor
- Present- Support global base of entrepreneurs with critical decision making
More activity by William
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Congratulations to William Ross, William Steenbergen and the team Federato (PearX S20) in closing their Series C of financing. William Ross reminds…
Congratulations to William Ross, William Steenbergen and the team Federato (PearX S20) in closing their Series C of financing. William Ross reminds…
Liked by William Ross
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Insurtech startup Federato has announced the successful close of a US$40 million Series C funding round, led by StepStone Group, with continued…
Insurtech startup Federato has announced the successful close of a US$40 million Series C funding round, led by StepStone Group, with continued…
Liked by William Ross
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StepStone VC and Growth is excited to partner with Federato having led their recent $40M Series C funding round. 📣 Thousands of underwriters are…
StepStone VC and Growth is excited to partner with Federato having led their recent $40M Series C funding round. 📣 Thousands of underwriters are…
Liked by William Ross
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A true success story told by TechCrunch how two brilliant students (William Ross & William Steenbergen) at Stanford University discovered a big need…
A true success story told by TechCrunch how two brilliant students (William Ross & William Steenbergen) at Stanford University discovered a big need…
Liked by William Ross
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Congratulations to William Ross, William Steenbergen, and the amazing team at Federato on another huge milestone! Waybury Capital is proud to be in…
Congratulations to William Ross, William Steenbergen, and the amazing team at Federato on another huge milestone! Waybury Capital is proud to be in…
Liked by William Ross
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