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Guy Nevet GolanGG
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Guy Nevet Golan

@guynevetgolan

Machine learning researcher at Weizmann Institute of Science who built an ESM3 pipeline for fast protein stabilization.

Israel
Message

At Weizmann Institute of Science, I built an AI pipeline leveraging ESM3 to learn evolutionary and physical constraints for automated, fast protein stabilization. My MSc thesis focused on computational protein design.

At Israel Defense Forces & Ministry of Defense, I led end-to-end R&D for computer vision, speech, and time-series systems, from concept research to field deployment.

At Israel Police Forensic Department, I conceptualized machine-learning models for mass spectrometry chemical analysis, resulting in a paper in Nature Scientific Reports. At ShebaARC, I led a multidisciplinary team with physicians to build an explainable clinical model predicting heart-failure deterioration.

Experience

Work history, roles, and key accomplishments

ID
Current

Senior ML Engineer & Researcher

Israel Defense Forces & Ministry of Defense

Jan 2021 - Present (5 years 10 months)

Led end-to-end R&D for computer vision, speech and time-series systems from concept research to field deployment.

TP

Course Class Commander

Talpiot Program

Jan 2024 - Dec 2025 (1 year 11 months)

Commanded and mentored elite cadets, directing curriculum strategy and leadership development.

Weizmann Institute of Science logoWS

Machine Learning & Protein Design Researcher

Weizmann Institute of Science

Jan 2021 - Dec 2025 (4 years 11 months)

Built an AI pipeline leveraging ESM3 to learn evolutionary and physical constraints for automated and fast protein stabilization.

ID

Forensic Data Science Intern

Israel Police Forensic Department

Jan 2020 - Dec 2021 (1 year 11 months)

Conceptualized ML models for mass spectrometry chemical analysis, resulting in a paper in Nature Scientific Reports (2024).

Education

Degrees, certifications, and relevant coursework

Weizmann Institute of Science logoWS

Weizmann Institute of Science

Master of Science, Life Sciences

2021 - 2025

MSc in Life Sciences with a thesis in computational protein design, advised by Prof. Sarel Fleishman and Prof. Tali Dekel.

Hebrew University of Jerusalem logoHJ

Hebrew University of Jerusalem

Bachelor of Science, Physics and Computer Science

2017 - 2020

Accelerated dual degree in Physics and Computer Science, completed within the elite Talpiot program in the IDF.

Tech stack

Software and tools used professionally

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