Computational Biophysics Scientist: Protein Dynamics & ML

Astera Institute

Emeryville (CA)

On-site

USD 150,000 - 210,000

Full time

14 days+

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Benefits summary

Job summary

Astera Institute's Prism program seeks a scientist to advance open infrastructure for studying protein dynamics, integrating experimental data with ML to model sequence-structure-function relationships. You will develop scalable pipelines and collaborate with experimental partners to ground computational representations in real measurements.

The role offers cross-disciplinary collaboration with ML researchers, software engineers, and program staff across Radial, Astera, and partner institutions,

Qualifications

  • PhD in bioinformatics, computational biology, ML, or related field.
  • Strong understanding of protein structure and function.
  • Demonstrated experience building large bioinformatic pipelines and managing high-dimensional datasets.
  • Proficiency in fine-tuning or modifying ML models (e.g., transformer-based architectures).
  • Familiarity with protein language models (ESM, AlphaFold) is a plus.
  • Collaborative, team-oriented mindset with the ability to drive research questions from conception to execution.

Responsibilities

  • Build ensemble-aware protein representations that integrate PLM and LLM embeddings with experimentally derived structural heterogeneity for functional prediction
  • Design, develop, and maintain large-scale bioinformatic pipelines capable of processing and managing complex, high-dimensional datasets
  • Fine-tune or architect ML models to capture sequence-structure-function relationships, with a focus on dynamic and conformational features
  • Synthesize diverse data sources spanning evolutionary history, binding affinity, allostery, and functional annotations to improve model performance and biological relevance
  • Collaborate closely with experimental partners to ground computational representations in real biological measurements and ensure models are continuously refined against experimental ground truth
  • Contribute to the broader Prism infrastructure, helping establish community-wide standards and tools for dynamic structural biology

Skills

Protein structure knowledge
Bioinformatics pipelines
ML model fine-tuning
Protein language models
Collaboration

Education

PhD in bioinformatics or related field

Tools

PyTorch
Transformers
AlphaFold

Job description

Astera Institute's Prism program seeks a scientist to advance open infrastructure for studying protein dynamics, integrating experimental data with ML to model sequence-structure-function relationships. You will develop scalable pipelines and collaborate with experimental partners to ground computational representations in real measurements.

The role offers cross-disciplinary collaboration with ML researchers, software engineers, and program staff across Radial, Astera, and partner institutions,

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