AI Scientist

Syngenta

  • 北京市
  • 长期
  • 全职
  • 22天前
As an AI Scientist, you are an important member of a diverse team supporting research in predictive and prescriptive technologies to support novel solutions in agriculture. You are passionate about the idea of using machine learning (ML), deep learning (DL) and artificial intelligence to solve biological problems.Role Purpose:
  • 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.
Accountabilities:
  • 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
Company DescriptionSyngenta is a global leader in agriculture; rooted in science and dedicated to bringing plant potential to life. Each of our 30,000 employees in more than 90 countries work together to solve one of humanity's most pressing challenges: growing more food with fewer resources. A diverse workforce and an inclusive workplace environment are enablers of our ambition to be the most collaborative and trusted team in agriculture. Our employees reflect the diversity of our customers, the markets where we operate and the communities which we serve. No matter what your position, you will have a vital role in safely feeding the world and taking care of our planet. Join us and help shape the future of agriculture.Qualifications
  • MS computer science, genetics, bioinformatics or related area.
  • Excellent communication skills and the ability to work in a highly dynamic and collaborative environment.
Technical skills
  • 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
Additional InformationWhat We Offer
  • 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
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Syngenta