(Senior) Scientist, Machine Learning (Active Learning & Bayesian Optimization)
Flagship Pioneering
Responsibilities
- Design, build and scale supervised ML models for active learning and Bayesian Optimization of materials synthesis and performance
- Implement best practices and innovate methods for uncertainty quantification
- Combine datasets of multiple fidelities and sources to power data-driven materials discovery
- Work with the computational team to identify materials design pathways that target desired functional properties and their synthesis
- Work with infrastructure and automation teams to transfer data and predictions in real time
- Work with the experimental team to drive material discovery and development, and build domain‑specific acquisition functions.
- Continually cultivate scientific/technical expertise through critical review of ML literature, attending conferences, and developing relationships with key opinion leaders
- Report findings to stakeholders and leadership in written reports and verbal presentations.
Qualifications
- Experience with uncertainty quantification, active learning and Bayesian Optimization
- Experience implementing, evaluating, and hyperparameter tuning small and large supervised models in a Bayesian Optimization context (Gaussian processes, Bayesian Neural Networks) on small and large datasets.
- Strong experience in at least one ML framework (PyTorch/TensorFlow/Jax) and robust experience in Python data science ecosystem (Numpy, SciPy, Pandas, etc.)
- Experience using a cloud computing service to reduce runtime to train and evaluate deep learning models
- PhD in Computer Science, Applied Mathematics, quantitative disciplines with strong focus in ML, or related field
- Strong self‑starter and independent thinker, with strong attention to detail
- Demonstrated industry experience or academic achievement
- Excellent communication and presentation skills, capable of conveying technical information in a clear and thorough manner
- Eager to work with highly skilled and dynamic teams in a fast‑paced, entrepreneurial, and technical setting
Preferred Qualifications
- Experience using AWS services
- Experience with machine learning integration in experiment workflows
Flagship Pioneering and our ecosystem companies are committed to equal employment opportunity regardless of race, color, ancestry, religion, sex, national origin, sexual orientation, age, citizenship, marital status, disability, gender identity or Veteran status.
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