Flagship Pioneering · 5 days ago
Machine Learning Scientist I/II, Chemistry
Flagship Pioneering Inc. is a biotechnology origination company focused on building platform companies that address critical challenges in health and sustainability. They are seeking a motivated Machine Learning Scientist to lead the predictive pipeline for a novel chemistry platform, developing models to predict chemical properties and behaviors while integrating experimental feedback.
FinanceFinancial ServicesVenture Capital
Responsibilities
Develop models that predict phase behaviors and physiochemical properties of chemical mixtures across temperature, hydration, and concentration gradients
Build a generative “lab-in-the-loop” modeling pipeline, that incorporates human input of the chemical formulation scientist as well as experimental feedback and proposes the next set of experimental samples to be tested in the wet lab
Build on top of next-generation chemistry ML methods, such as chemical LLMs, reaction prediction, and electronic structure methods like DFT
Own the data flow pipeline, including definition of data standards and processing, data distribution analysis, and visualization to guide the team and inform decision-making processes
Qualification
Required
PhD (or equivalent experience) in machine learning, computational chemistry, organic chemistry, chemical engineering, materials science, or related field
Strong experience in building, training, and validating ML models in chemistry, material science, or related domains
Knowledge of fundamentals of chemical properties is essential
Proficiency in Python-based deep-learning frameworks (e.g. torch, pytorch lightning), ML logging software (e.g. MLFLow, WandB), relevant scientific libraries for chemistry (e.g. RDKit), and hyper-parameter optimization (e.g. Optuna)
Ability to set up and maintain python compute environments
Strong code organization and reproducibility work ethics and usage of git-based workflows
Familiarity with cloud/HPC frameworks (e.g. aws, azure), containerization (e.g. docker), and batch compute
Experience handling large, noisy experimental datasets
Strong team player: ability to communicate and work hand-in-hand with chemists, lab scientists, and operational team members
Preferred
Experience with DFT and molecular dynamics tools
Experience in Bayesian optimization, active learning, reinforcement learning
Prior work on lab-in-the-loop platforms or early-stage teams
Knowledgeable in thermodynamics, statistical mechanics, and hydrogen-bonding interactions; familiarity with phase-diagram analysis
Benefits
Healthcare coverage
Annual incentive program
Retirement benefits
A broad range of other benefits
Company
Flagship Pioneering
Flagship Pioneering is a venture capital firm that invests in life sciences and healthcare companies.
H1B Sponsorship
Flagship Pioneering has a track record of offering H1B sponsorships. Please note that this does not
guarantee sponsorship for this specific role. Below presents additional info for your
reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
Represents job field similar to this job
Trends of Total Sponsorships
2025 (8)
2024 (4)
2023 (4)
2022 (4)
2021 (1)
Funding
Current Stage
Late StageRecent News
2026-01-09
koreatechdesk.com
2025-12-27
BioWorld Financial Watch
2025-12-25
Company data provided by crunchbase