Output
AI x Bio
MemberoftheTechnicalStaff,Pretraining
“Member of the Technical Staff, Pretraining at Output. Skills: Foundation Model Architecture, Model Pretraining, Biological Reasoning, Distributed Training. Advance core architecture. Advance training of foundation model”
Industry & Context.
Data-driven conclusions
What They're Looking For.
Must Have
2+ years post-doctoral or industry research experience, 5+ years hands-on research and engineering experience, publication record at top-tier venues, hands-on experience pretraining large models, proficient in Python and PyTorch, experience training models on distributed multi-GPU infrastructure, demonstrated ability to own research-to-training pipeline, write production-quality code, rigorous experimentalist
Nice to Have
background in chemistry, background in biology, background in computational biology, background in biophysics, experience pretraining models on molecular or biological data, experience with multimodal learning, experience with learning from heterogeneous data sources, contributed to open-source machine learning projects
What You'll Do.
Advance core architecture
Advance training of foundation model
Develop training objectives
Run pretraining at scale
Evaluate model learning
Push forward architecture
Push forward training objectives
Design purpose-built approaches
Develop methods for model learning
Build unified representations
Extend model reasoning capabilities
Own pretraining end-to-end
Distributed training on multi-GPU clusters
Hyperparameter optimization
Design evaluation frameworks
Measure biological reasoning
Applying for this Member of the Technical Staff, Pretraining role?
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