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Machine Learning Scientist, Pretraining

Profluent

Emeryville, CAJob$200–330K/yrPosted 3w agoVerified open 3 days ago

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At a glance

Compensation
$200–330K/yr
Location
Emeryville, CA
Work Authorization
Not specified

Requirements

Credentials this posting asks for.

Doctorate

Job overview

Profluent is hiring a Machine Learning Scientist, Pretraining. Profluent seeks a motivated Machine Learning Scientist to drive research into pretraining large-scale deep learning models for biomolecular design, collaborating across computational and experimental teams to develop generative modeling approaches for protein engineering and shape the company’s scientific direction.

Key focus areas include Design and develop state-of-the-art autoregressive, diffusion and representation learning models for protein design, Collaborate across the machine learning and protein design teams to apply, adapt and improve pretraining techniques from other domains to biomolecular deep learning models, and Architect, implement, and optimize core infrastructure to support the pretraining of protein language models.

Important skills include Machine Learning, Deep Learning, Natural Language Processing Systems, Computational Biology, Data Curation, and Cloud Computing. Preferred (not required): Foundational Biology Of Proteins, Foundational Biology Of Nucleic Acids, Structure Prediction, and GCP.

Skills & qualifications

RequiredNice to have

Skills

Machine LearningDeep LearningNatural Language Processing SystemsComputational BiologyData CurationCloud ComputingBioinformaticsGenerative ModelingLanguage ProcessingRepresentation LearningProtein EngineeringSelf-Directed ResearchPrototypingModel EvaluationBiomolecular DomainAutoregressive ModelsDiffusion ModelsProtein DesignInfrastructure OptimizationProtein Language ModelsDataset CurationComputational ApproachesPyTorchJaxFoundational Biology of ProteinsFoundational Biology of Nucleic AcidsStructure PredictionGCPAWSAzureOCIData ExtractionBioinformatics Data SourcesWet Lab Experimental Assays

Qualifications

PhD in Computer Science or Related FieldPhD in Machine Learning or Related FieldPhD in Natural Language Processing or Related FieldPhD in Applied Math or Related FieldPhD in Computational Biology or Related FieldIndustry Experience in Statistics or Related FieldExperience Conceiving, Implementing, and Evaluating Novel Machine Learning and Pretraining Large Scale LLMs or Other Models in Biomolecular DomainPublications at Major Machine Learning ConferencesPublications in Scientific JournalsExperience Pre-Training LLMs at Frontier AI/ML LabsLegal Authorization to Work in the United States

Benefits

Medical Insurance
Dental Insurance
Vision Insurance
401(k) Match
Paid Time Off

Full job description

Profluent is the frontier AI lab for biology. Profluent builds powerful foundation models for all of life's molecules, unlocking solutions that transform medicine, agriculture, and beyond. Founded in 2022 and headquartered in Emeryville, CA, Profluent is backed by leading investors including Altimeter Capital, Bezos Expeditions, Spark Capital, Insight Partners, Air Street Capital, AIX Ventures, and Convergent Ventures and has raised over $150M to date.

The Role

We're looking for a motivated and creative Machine Learning (ML) Scientist to drive research into pretraining large-scale deep learning models for biomolecular design. This position offers an opportunity to work at the forefront of generative modeling research across language processing, representation learning, and protein engineering. You should be a self-directed researcher who has the ability to rapidly prototype and evaluate new models and algorithms in the biomolecular domain.

As an early employee, you will proactively shape the direction of our machine learning efforts and collaborate across diverse teams of computational and experimental scientists.

Responsibilities

  • Design and develop state-of-the-art autoregressive, diffusion and representation learning models for protein design

  • Collaborate across the machine learning and protein design teams to apply, adapt and improve pretraining techniques from other domains to biomolecular deep learning models

  • Architect, implement, and optimize core infrastructure to support the pretraining of protein language models

  • Curate relevant datasets and design tasks for rigorous evaluation of generative models

  • Implement, analyze, and interpret multiple computational approaches and present results to colleagues in regular update meetings

  • Work within a collaborative, fast-paced, interdisciplinary team across biology and machine learning to help shape the scientific and strategic vision of the company Qualifications

  • PhD (or equivalent industry experience) in Computer Science, Machine Learning, Natural Language Processing, Applied Math, Computational Biology, Statistics, or a related field

  • Experience with conceiving of, implementing, and evaluating novel machine learning and pretraining large scale LLMs or other models in biomolecular domain

  • Publications at major machine learning conferences (NeurIPS, ICML, ICLR) or scientific journals (Nature, Science, Nature Biotech, Nature Methods, PNAS) or experience pre-training LLMs at frontier AI/ML labs

  • Experience with modern deep learning frameworks such as Pytorch or Jax Preferences

  • Familiarity with foundational biology of proteins and nucleic acids

  • Experience developing machine learning models for proteins (language models, structure prediction, design)

  • Experience with cloud compute platforms (GCP, AWS, Azure, OCI)

  • Previous experience in data extraction and curation from bioinformatics data sources

  • Familiarity with wet lab experimental assays and associated limitations What We Offer

  • High-growth opportunity with meaningful impact on the future of protein design

  • Competitive compensation package with equity participation

  • 401(k) with a strong employer match

  • Comprehensive benefits including health/dental/vision insurance

  • Generous PTO policy and commitment to work-life balance

  • Professional development opportunities in a cutting-edge field at the intersection of AI and biology Profluent Bio, Inc is an equal opportunity employer promoting diversity and inclusion in the workspace. We do not discriminate on the basis of race, color, religion, marital status, age, national origin, ancestry, physical or mental disability, medical conditions, veteran status, sexual orientation, gender (including gender identity and gender expression), sex (which includes pregnancy, childbirth, and breastfeeding), genetic information, taking or requesting statutorily protected leave, or any other basis protected by law.

Employment Eligibility Verification

Legal authorization to work in the United States is required. In compliance with federal law, all persons hired must verify their identity and work eligibility and complete the required employment verification form upon hire.

Hiring Salary Range $200,000 — $330,000 USD

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