Postdoctoral Researcher, AI for Retrosynthesis and Reaction Prediction
UM6P - University Mohammed VI Polytechnic
Description du poste
About the role
CBS is seeking a Postdoctoral Researcher to join an interdisciplinary team focused on artificial intelligence-driven retrosynthesis and reaction prediction. The successful candidate will develop advanced machine learning models to automate and optimize retrosynthetic analysis, helping discover efficient and sustainable synthetic routes for complex molecules in chemistry, pharmaceuticals and agrochemicals. The work sits at the intersection of computational chemistry and AI.
Key responsibilities
- Develop and implement AI/ML models (e.g., graph neural networks, transformer-based models) for retrosynthetic pathway prediction.
- Apply deep learning to predict reaction outcomes, optimize reaction conditions and identify novel synthetic routes.
- Curate and manage reaction datasets from literature, patents and proprietary sources to train and validate models.
- Integrate retrosynthesis tools with cheminformatics platforms and molecular modeling software.
- Collaborate with synthetic chemists to experimentally validate predicted routes and optimize laboratory workflows.
- Contribute to publications in high-impact journals and represent the group at conferences and workshops.
- Mentor graduate students and take part in capacity-building activities.
Required profile
- Ph.D. in Chemistry, Computational Chemistry, Cheminformatics, Computer Science or a related discipline.
- Proven expertise in machine learning or deep learning applied to chemical reaction prediction or retrosynthesis.
- Publication record demonstrating expertise in AI and computational chemistry.
- Excellent problem-solving skills and ability to work in a multidisciplinary research environment.
Required skills
- Python programming and familiarity with TensorFlow, PyTorch or JAX.
- Cheminformatics tools (e.g., RDKit, Open Babel) and databases (e.g., Reaxys, USPTO, Pistachio).
- Preferred: graph-based learning, transformers, CASP tools (AiZynthFinder, ASKCOS, IBM RXN), DFT and HPC experience.
To apply, send a cover letter, a CV with publications and contact details for two academic referees as a single PDF.
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UM6P - University Mohammed VI Polytechnic
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