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Marek Barwinski

Hi, I'm Marek Barwinski - AI for Science • ML Eng Lead at Generate:Biomedicines

I'm driven by translating frontier AI into life-saving medicines, building and leading ML engineering teams that accelerate drug discovery. I thrive on tackling complex scientific challenges and turning groundbreaking research into scalable, impactful platforms.

Generate:Biomedicines
Cambridge, MA, USA
AI insights

At a glance

Curated signals on strengths, focus areas, and how they can help.

Contributed to AlphaFold at DeepMind, a project recognized with a Nobel Prize for its impact on protein structure prediction.

Leads ML engineering teams to design novel medicines using generative AI at Generate:Biomedicines.

Can help others by providing strategic guidance on building and scaling high-impact ML engineering teams for AI drug discovery.

🚀 Career trajectory

Foundational Research & Academia

Began with an M.Sc. in Physics and Ph.D. in Neuroscience, exploring signal processing and early deep learning models.

Physics

Neuroscience

Deep Learning

Pioneering AI in Life Sciences

Contributed to AlphaFold at DeepMind, transitioning AI research into biological impact.

AlphaFold

AI for Science

Bioinformatics

Scaling AI Startups & Enterprise

Led ML Engineering at startups (InstaDeep, Isomorphic Labs) and built AI initiatives at large organizations (GSK).

Startup Growth

Enterprise AI

ML Ops

Leading Generative Medicine Design

Currently Executive Director of ML Engineering at Generate:Biomedicines, focusing on AI-driven drug design.

Generative AI

Drug Discovery

Biotech Leadership

💪🏻 Superpowers

Pioneering AI for Biomedical Breakthroughs

Translating cutting-edge AI into tangible therapeutic solutions.

Led teams instrumental in AlphaFold's development, advancing protein structure prediction.

Designed generative AI systems for new drug discovery at Generate:Biomedicines.

Built knowledge graph systems for biomedical literature analysis at GSK.

Scaling AI from Research to Production

Expertise in building robust ML engineering organizations.

Managed diverse engineering teams across drug discovery and cloud deployment.

Drove productionization of ML models for personalized mRNA cancer vaccines.

Established scalable infrastructure for scientific discovery.

Entrepreneurial AI Architect

Proven track record in high-growth AI startups.

Key contributor in three AI startups with significant acquisitions (DeepMind, InstaDeep).

Co-founded and scaled ML operations in fast-paced environments.

Advised emerging AI ecosystems on strategic development.

I'm excited about

Connecting with leaders in AI and drug discovery to explore novel therapeutic approaches.

Discovering innovative collaborators for scaling AI-driven biological research platforms.

Exploring opportunities to mentor emerging talent in AI and computational biology.

I can help with

Providing strategic guidance on building and scaling high-impact ML engineering teams.

Sharing insights on leveraging AI for drug discovery and personalized medicine.

Advising on transitioning AI research from concept to production-ready systems.

I would love your help on

Identifying potential partners for cross-disciplinary AI research initiatives.

Connecting with experts in synthetic biology and experimental validation.

Finding collaborators for developing novel AI applications in rare diseases.

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