Ron H.

AI Safety/Red-Teaming, Synthetic Data, and Benchmarking @ SentinelOne

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Updated 10 months ago

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Roles

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Education

About

AI researcher specializing in generative AI, AI alignment, and prompt engineering. At SentinelOne, I actively monitor emerging research to identify and address potential vulnerabilities in our AI systems, focusing on unsupervised and scalable evaluations to ensure robustness and reliability. My approach involves pinpointing unique challenges specific to our system's implementation, guiding enhancements in model governance. Previously at Preamble, I innovated a black-box approach to constitutional AI, streamlining the translation of policies into effective AI controls. This work has been instrumental in advancing AI alignment and governance. With a proven track record in pioneering red teaming techniques, I've played a pivotal role in identifying and mitigating system vulnerabilities. My expertise extends to driving startup operations, contributing to patents, and leveraging modern frameworks like TensorFlow and PyTorch to optimize legacy systems. Dedicated to leveraging cutting-edge research to solve complex problems, I am committed to the ethical and responsible advancement of AI technology.

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Experience (15 roles)

Staff Machine Learning Engineer

Current

SentinelOne · Full-time

Oct 2023 - Present · 1 yr 9 mos·Remote · Remote

- Scalable approaches to generative AI guardrails/AI safety - Unsupervised evaluation of generative AI - Developing metrics to ensure generative AI maintains quality at scale - Advanced retrieval augmented generation (RAG) techniques and benchmarking - Agentic approaches to AI Skills: Research · Ma...

Lead Research Scientist

Preamble · Full-time

May 2022 - Oct 2023 · 1 yr 6 mos·San Francisco Bay Area · Remote

- Led research initiatives encompassing reinforcement learning for AI alignment, red teaming for security consultation services, prompt engineering, few-shot learning, and developing constitutional AI policies. - Drove full startup operations from research to product development, including patentin...

Senior Specialist Infrared Image Processing Research Engineer

L3Harris Technologies · Full-time

Jul 2020 - Jun 2022 · 2 yrs·Tulsa, Oklahoma, United States

- Created synthetic datasets enabling faster model training. - Designed MLOps frameworks supporting rapid experimentation and deployment. - Implemented end-to-end tracking/detection systems - Containerized solutions with Docker for consistent performance and deployment. - Formulated independent rese...

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Education (3)

University of Toronto

2016 - 2018

Activities and societies: Courses in topology optimization, uncertainty quantification, variational methods for PDEs, computation methods in fluid mechanics. Skills: Empirical Research · Linux · Data Visualization · Applied Mathematics · Deep Learning · Optimization · Research · Machine Learning · Programming · Uncertainty Quantification · Git

University at Buffalo

2011 - 2015

Skills: Particle Filters · Empirical Research · Linux · Data Visualization · Applied Mathematics · Kalman filtering · Optimization · Research · Machine Learning · Programming · Uncertainty Quantification

University at Buffalo

2007 - 2011

Activities and societies: Society of Hispanic Professional Engineers, Technical Liaison and President Distinction: Cum Laude Skills: Particle Filters · Empirical Research · Data Visualization · Applied Mathematics · Kalman filtering · Uncertainty Quantification

Skills (30)

System ArchitectureHuman Computer InteractionProject ManagementPitch DevelopmentDeep LearningLarge Language Models (LLM)Product DevelopmentWritten CommunicationProduct ManagementResearchEmpirical ResearchDebuggingArtificial Intelligence (AI)Reinforcement LearningData VisualizationDockerTensorFlowPandasGitLinuxResponsible AIPyTorchProbabilistic ProgrammingPandas (Software)ProgrammingHugging FaceLinearLinuxGitTensorFlow

Certifications (4)▼

Responsible Conduct of Research

CITI - Collaborative Institutional Training Initiative

Basic Agile and Scrum Fundamentals

Artisan Agility

Private Pilot, Visual Flight Rating Certified, Single Engine Land

FAA

Active DoD Secret Security Clearance

United States Department of Defense

Publications (2)▼

Evaluating the Susceptibility of Pre-Trained Language Models via Handcrafted Adversarial Examples

Sep 5, 2022

Numerical solution to the inverse problem of the calculus of variations with applications to mechanics

ProQuest · Jun 1, 2015

Languages (3)▼

English(Native or bilingual proficiency)Hebrew(Native or bilingual proficiency)Spanish(Native or bilingual proficiency)

Volunteer Experience (4)▼

Artificial Intelligence Developer

National Audubon Society

Volunteer Cook

Khan Ohana Foundation

Volunteer Cook/Executive

Food Not Bombs

High school engineering outreach

Buffalo-area Engineering Awareness for Minorities

Jan 2010 - Jan 2011 · 1 yr

Honors & Awards (8)▼

Highest GPA Award, UB SHPE

Issued by SHPE@UB · Jan 2009

Awarded for having highest GPA in SHPE@UB club.

UB Bridge to the Doctorate Fellowship

Issued by University at Buffalo · Jan 2011

Graduate fellowships to cover all tuition expenses and provide research stipend, awarded based on merit.

BEAM Adviser Award

Issued by Buffalo-area Engineering Awareness for Minorities · Jan 2010

Awarded based on excellence in supporting and initiating engineering education efforts of local high school students, as well as performing and devising outreach events to make students aware of engineering and higher learning.

Dean's List

Issued by University at Buffalo · Jan 2008

Awarded dean's list designation for outstanding academic performance (GPA > 3.6) for term.

Daniel Ackers Scholarship

Issued by University at Buffalo · Jan 2007

Full tuition scholarship to the University at Buffalo, awarded based on merit.

Leaders in Excellence Award, UB EAA

Issued by University at Buffalo Engineering Alumni Association · Jan 2009

Awarded for excellence in leadership as part of outreach and club activities as president of SHPE@UB

UB Arthur A. Schomburg Fellowship

Issued by University at Buffalo · Jan 2011

Graduate fellowship awarded based on merit.

MAE Zimmer Summer Scholarship

Issued by University at Buffalo · Jan 2010

Summer research scholarship.

Frequently Asked Questions

What is Ron H.'s current role?▼

Ron H. is currently working as Staff Machine Learning Engineer at SentinelOne · Full-time.

Where did Ron H. study?▼

Ron H. studied Doctor of Philosophy - PhD (Withdrawn), Aerospace Engineering at University of Toronto. They have 3 education entries on their profile.

What skills does Ron H. have?▼

Ron H.'s top skills include System Architecture, Human Computer Interaction, Project Management, Pitch Development, Deep Learning. They have 30 skills listed on their profile.