Data Scientist, Machine Learning Engineer
12 hours ago
Flagship Pioneering, Inc. is a pioneering technology company that applies artificial intelligence to transform the scientific method. Our mission is to accelerate the transition to a sustainable economy through innovative materials discovery and development. We are seeking a highly skilled Data Scientist, Machine Learning Engineer to join our team.
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.
- 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.
Flagship Pioneering is a platform innovation company that invents and builds platform companies, each with the potential for multiple products that transform human health or sustainability. Since its launch in 2000, Flagship has originated and fostered more than 100 scientific ventures, resulting in more than $90 billion in aggregate value. Many of the companies Flagship has founded have addressed humanity's most urgent challenges: vaccinating billions of people against COVID-19, curing intractable diseases, improving human health, preempting illness, and feeding the world by improving the resiliency and sustainability of agriculture. Flagship has been recognized twice on FORTUNE's "Change the World" list, an annual ranking of companies that have made a positive social and environmental impact through activities that are part of their core business strategies, and has been twice named to Fast Company's annual list of the World's Most Innovative Companies. Learn more about Flagship at 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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