AI Scientist
Syngenta
- 北京市
- 长期
- 全职
- Support senior scientists to modify and apply deep learning models.
- Join cross-functional research teams to deliver the next generation of predictive and prescriptive technologies to support the product pipeline.
- Become an active member of the Bioinformatics group and drive innovation in a rapidly evolving scientific discipline.
- Synthesize results and clearly communicate progress and challenges to project team members.
- Data preparation for internal ML/DL projects, including data QC, basic statistical analysis, preprocessing, etc.
- Identification of public data sources for DL based on identified use cases
- Exploration and internal implementation of new model architectures available in the public domain
- Modification of existing DL model architectures to support new use cases
- Evaluation of model performance with new data
- Presentation of results to relevant parties
- MS computer science, genetics, bioinformatics or related area.
- Excellent communication skills and the ability to work in a highly dynamic and collaborative environment.
- Proficiency in the use of UNIX/Linux and its command-line environment
- Experience coding in Python
- Experience with PyTorch, TensorFlow/Keras
- Experience with deep learning model creation, fine-tuning, hyperparameter optimization, and model deployment
- Proficiency in grid computing (e.g. Univa, Slurm, etc.)
- Familiarity working with version control systems (e.g. Git, CVS, SVN,etc)
- Experience with Jupyter notebooks and conda environments
- Preferred but not required:
- Experience with MLOps tools (e.g. MLflow)
- Experience with AWS SageMaker
- Biology knowledge
- Experience building/fine-tuning NLP/transformer-based deep learning models
- A platform with a combination of a booming agricultural industry in China domestic market and global resources and exposure, where you can fully develop your potential
- A culture that promotes Innovation and Entrepreneurial Spirit
- Competitive annual base salary (ABS) and short-term incentive (STI) plans
- Standard social benefits and housing fund package according to Chinese government policies, plus supplementary medical insurance