Machine Learning Engineer- Foundation Model
Il y a 3 mois
Paris
About the role:As a Machine Learning Engineer at Bioptimus, you will have the opportunity to improve medical research using state-of-the-art machine learning algorithms. You will work with interdisciplinary teams with both machine learning and biomedical expertise to build foundation models of biology that will unlock AI applications in biomedical innovation.
What you'll be doing:As an expert Machine Learning Engineer with experience in large-scale deep learning, you will:
- Join a team setting the foundations and paving the way for the development and application of foundation models in biomedical research.
- Drive the implementation and application of advanced machine learning methods, in particular in foundation models, representation learning, large language models, and generative AI, to relevant internal and external projects.
- Contribute to methodological research in key areas to unlock novel applications in collaboration with research scientists.
Depending on your level of experience, you will have the opportunity to supervise a team and lead ambitious projects.
Who we are looking for:The successful Machine Learning Engineer will have a ‘team-first’ kind of attitude; be independent, curious and detail-attentive; thrive in a dynamic, fast-paced environment; and be fun to work with.
And
- Demonstrated practical expertise in representation learning/large language models/generative AI, including prior experience of implementing, training and/or deploying large neural networks.
- Strong analytical skills.
- Excellent command of coding in Python, and excellent grasp of programming best practices.
- Passionate about the intersections of healthcare/biology and AI.
- MSc or PhD in Computer Science-related field (machine learning, applied mathematics, computer science, software engineering) or equivalent experience.
- Strong expertise with deep learning frameworks (TensorFlow, PyTorch, Jax, etc.): you should already master one of these frameworks and implemented large neural networks in an industrial environment or equivalent.
- Excellent written and oral communication skills.
- Highly organized and meticulous about details; capable of tackling complex problems logically and effectively.
The following are not necessarily required, but would be a plus for the Machine Learning Engineer:
- Experience with developing and profiling distributed model training on GPUs, with both data and model parallelism. Ability to modify the model architecture to improve the efficiency of training and inference.
- Experience in biological data analysis: proteins, bulk or single-cell omics, histopathology, etc.
- Extensive post-master or good level of post-doctoral experience; or the equivalent industry experience.
- Experience managing multi-stakeholder research projects.
- Publications in high-impact journals (JMLR, TMLR, ...) and conferences (NeurIPS, ICLR, ICML, …).
- You should be able to attend retreats and events in the Paris office (around once a quarter).
- Remote applicants are expected to have at least a 5-hour overlap with the team in Paris.
- Since we also value in-person work and collaboration, all things being otherwise equal, we will prefer candidates that can connect on a regular basis with the team in Paris.
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